{"id":"W4407768140","doi":"10.1001/jamaophthalmol.2024.6489","title":"Sexual Harassment in Ophthalmology","year":2025,"lang":"en","type":"letter","venue":"JAMA Ophthalmology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harassment; Medicine; Family medicine; Institutional review board; Observational study; Cross-sectional study; Demography; Psychiatry; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001691383,0.0003584038,0.0008069345,0.0006261505,0.0002752147,0.00009854844,0.001807496,0.003121703,0.006546359],"category_scores_gemma":[0.0005873726,0.0003950847,0.0001304426,0.0005531575,0.0009469498,0.0001339128,0.0004481662,0.003177305,0.0003706929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005874069,"about_ca_system_score_gemma":0.001187923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007825824,"about_ca_topic_score_gemma":0.00009121467,"domain_scores_codex":[0.9952714,0.001444168,0.0004515684,0.0008182663,0.0009067767,0.001107852],"domain_scores_gemma":[0.9980457,0.0009795404,0.0001913125,0.0005067029,0.0001699269,0.0001068252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002966408,0.00006930149,0.009963941,0.0001021112,0.0000651798,0.05343333,0.001324849,0.00000181826,0.000002847646,0.0008492814,0.9328927,0.001264917],"study_design_scores_gemma":[0.0007554551,0.0002046108,0.003750503,0.00009286955,0.00006138667,0.0009401564,0.003591219,0.000002273203,0.000002348932,0.003092452,0.987132,0.0003747783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02856483,0.0001941116,0.000001745227,0.5955598,0.002838661,0.0003356274,0.00004610919,0.00004095729,0.3724181],"genre_scores_gemma":[0.05178466,0.00006274613,0.0002037919,0.6485928,0.007496277,0.000108515,0.0004665184,0.00003513907,0.2912495],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08116861,"threshold_uncertainty_score":0.9998501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04843697997666133,"score_gpt":0.3459765402106797,"score_spread":0.2975395602340183,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}