{"id":"W4205205858","doi":"10.1007/s42448-021-00107-4","title":"Child Abuse Evaluations at the Centre Hospitalier Universitaire de Kigali (CHUK): Medical Education and Experience","year":2022,"lang":"en","type":"article","venue":"International Journal on Child Maltreatment Research Policy and Practice","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Neglect; Documentation; Child abuse; Curriculum; Medicine; Family medicine; Child protection; Poison control; Psychology; Suicide prevention; Nursing; Psychiatry; Medical emergency; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001785549,0.0001277247,0.00009080675,0.0003099109,0.002054272,0.0001824131,0.0003954259,0.00005361917,0.005920558],"category_scores_gemma":[0.001442912,0.0000959109,0.00005812809,0.0002301988,0.0002119121,0.0003072011,0.0002270981,0.0009633641,0.00006531115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009014047,"about_ca_system_score_gemma":0.000559527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006854625,"about_ca_topic_score_gemma":0.0001143758,"domain_scores_codex":[0.9961992,0.001496202,0.0001966234,0.0002838356,0.001484158,0.0003399888],"domain_scores_gemma":[0.9975053,0.001540749,0.000138387,0.0002110645,0.0002824382,0.0003220252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004523505,0.008471757,0.01721195,0.000009146391,0.002351584,0.001869779,0.1678108,0.0001128837,0.00001733849,0.4250039,0.1249619,0.2476554],"study_design_scores_gemma":[0.002219171,0.000602785,0.04623388,0.00008330755,0.00006120133,0.01582158,0.02925145,0.00002981344,0.00002344829,0.00132763,0.9041958,0.0001499017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5635824,0.00131848,0.000003162745,0.3466081,0.0004144485,0.000257069,0.00003440574,0.00001136989,0.08777054],"genre_scores_gemma":[0.9792116,0.003523394,0.00002983266,0.008286329,0.0009931744,0.00005548606,0.00002726772,0.00001493077,0.007858023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7792339,"threshold_uncertainty_score":0.9992449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05675092119255518,"score_gpt":0.4774044622929832,"score_spread":0.420653541100428,"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."}}