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Women and children of Gaza are killed less frequently as war's toll rises, AP data analysis finds

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The proportion of Palestinian women and children being killed in the Israel-Hamas war appears to have declined sharply, an Associated Press analysis of Gaza Health Ministry data has found, a trend that both coincides with Israel’s changing battlefield tactics and contradicts the ministry’s own public statements.
Please note: The above video is from a related report
The trend is significant because the death rate for women and children is the best available proxy for civilian casualties in one of the 21st century’s most destructive conflicts. In October, when the war began, it was above 60%. For the month of April, it was below 40%. Yet the shift went unnoticed for months by the U.N. and much of the media, and the Hamas-linked Health Ministry has made no effort to set the record straight.
Israel faces heavy international criticism over unprecedented levels of civilian casualties in Gaza and questions about whether it has done enough to prevent them in an 8-month-old war that shows no sign of ending. Two recent airstrikes in Gaza killed dozens of civilians.
How AP analyzed Gaza Health Ministry’s death toll data
The AP analysis highlights facts that have been overlooked and could help inform the public debate, said Gabriel Epstein, a research assistant at the Washington Institute for Near East policy who has also studied the Health Ministry data.
The declining impact on women and children — as well as a drop in the overall death rate — are “definitely due to a change in the way the IDF is acting right now,” Epstein said, using an acronym for the Israeli army. “That’s an easy conclusion, but I don’t think it’s been made enough.”
Omar Shakir, the Israel and Palestine director for Human Rights Watch, said his group has always found the Health Ministry’s numbers to be “generally reliable” because it has direct access to hospitals and morgues.
Whatever the reason for fewer women and child being killed, Shakir said, in the grand scheme, the trend pales when compared with the war’s overall devastation. “The death toll may be an undercount,” he added, because many bodies are still under rubble and the war has made it difficult for the Health Ministry to comprehensively gather data.AS THE WAR EVOLVES, A SHIFT OCCURS
When Israel first responded to Hamas’ Oct. 7 attack, which killed some 1,200 people, it launched an intense aerial bombardment on the densely populated Gaza Strip. Israel said its goal was to destroy Hamas positions, and the barrage cleared the way for tens of thousands of ground troops, backed by tanks and artillery.
The Gaza death toll rose quickly and by the end of October women and people 17 and younger accounted for 64% of the 6,745 killed who were fully identified by the Health Ministry.
After marching across most of Gaza and saying it had achieved many key objectives, Israel then began withdrawing most of its ground forces. It reduced the frequency of aerial bombings and has focused in recent months on smaller drone strikes and limited ground operations.
As the intensity of fighting has scaled back, the death toll has continued to rise, but at a slower rate – and with seemingly fewer civilians caught in the crossfire. In April, women and children made up 38% of the newly and fully identified deaths, the Health Ministry’s most recent data shows.
“Historically, airstrikes (kill) a higher ratio of women and children compared to ground operations,” said Larry Lewis, an expert on the civilian impacts of war at CNA, a nonprofit research group in Washington. The findings of the AP analysis “make sense,” he said.
Another sign that Israel softened its bombing campaign: Beginning in January, there was a sharp slowdown in “new damage” to buildings in Gaza, according to Corey Scher, a satellite mapping expert at City University of New York who has monitored buildings damaged or destroyed since the war began.DAILY DEATH TOLLS AT ODDS WITH UNDERLYING DATA
The Health Ministry announces a new death toll for the war nearly every day.

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