{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007918862,0.001113357,0.0007806275,0.01271127,0.001032669,0.00125802,0.001682853,0.001207407,0.006479404],"category_scores_gemma":[0.02471235,0.0004424677,0.0009060834,0.002433643,0.0005847212,0.001415515,0.002628083,0.001032096,0.002967231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005114819,"about_ca_system_score_gemma":0.002180004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255066,"about_ca_topic_score_gemma":0.001381304,"domain_scores_codex":[0.9948101,0.002655613,0.001006978,0.0002825177,0.0009193703,0.0003254247],"domain_scores_gemma":[0.9850226,0.005395947,0.002299251,0.001157282,0.005213549,0.0009113657],"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":[0.001490091,0.00166143,0.1840633,0.003001173,0.0001839078,0.008268901,0.005849613,0.0007654583,0.02090306,0.005251008,0.08355244,0.6850096],"study_design_scores_gemma":[0.0004965914,0.004962339,0.4875631,0.00771112,0.0008485739,0.04600806,0.01313189,0.01495893,0.04415622,0.007358855,0.3722274,0.0005770195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4913169,0.02316897,0.27792,0.015267,0.00364623,0.04290255,0.01346665,0.00845744,0.1238542],"genre_scores_gemma":[0.3533874,0.01407956,0.5860562,0.002832499,0.0008699009,0.01843843,0.005218037,0.000224985,0.01889307],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01271127,"threshold_uncertainty_score":0.04187948,"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."}}