{"id":"W2605570564","doi":"10.23907/2014.068","title":"An Investigative Tool for Detecting Elder Abuse","year":2014,"lang":"en","type":"article","venue":"Academic Forensic Pathology","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Neglect; Elder abuse; Medicine; Personal hygiene; Population; Residence; Physical abuse; Poison control; Injury prevention; Psychiatry; Medical emergency; Child abuse; Environmental health; Family medicine; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118918,0.0001322282,0.0002160645,0.00008336928,0.0004598709,0.00001179737,0.0003134976,0.0004452848,0.0000256046],"category_scores_gemma":[0.001203796,0.0001291781,0.00006637893,0.000189713,0.0007563082,0.0002472945,0.00002048949,0.0004112973,0.0000317162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003614043,"about_ca_system_score_gemma":0.00007730941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000135869,"about_ca_topic_score_gemma":0.0007107391,"domain_scores_codex":[0.9982956,0.0004322142,0.0002433966,0.0003570551,0.0001320533,0.0005396993],"domain_scores_gemma":[0.99896,0.0004838117,0.0001244708,0.0002093605,0.00009012593,0.0001322863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001148605,0.00005872719,0.0343156,0.00003727002,0.00006093521,0.00002303091,0.3231201,0.00001863747,0.1006019,0.1597862,0.005459649,0.376403],"study_design_scores_gemma":[0.002454575,0.00168679,0.01191555,0.0002452145,0.0001941038,0.00006900892,0.009475641,0.0007583135,0.1130926,0.7781731,0.08051892,0.001416155],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915148,0.0001489696,0.005038188,0.0004977171,0.0004120419,0.0003363185,0.000003101146,0.0001700313,0.001878805],"genre_scores_gemma":[0.9910941,0.0002011185,0.004934938,0.002815314,0.000697903,0.00007978956,0.000005672608,0.00002194503,0.0001492304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6183869,"threshold_uncertainty_score":0.5267729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03639864591894512,"score_gpt":0.3341521647138369,"score_spread":0.2977535187948918,"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."}}