{"id":"W4285406526","doi":"10.12927/hcpol.2022.26850","title":"Inspection Reports: The Canary in the Coal Mine","year":2022,"lang":"fr","type":"article","venue":"Healthcare policy","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Neglect; Descriptive statistics; Forensic engineering; Psychology; Medicine; Nursing; Engineering; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004657623,0.0002409137,0.0001394598,0.003796318,0.003780785,0.001683185,0.0008995042,0.0006734511,0.002762129],"category_scores_gemma":[0.02672248,0.0002222932,0.0001275181,0.005197969,0.001902045,0.0009118007,0.00243785,0.0007558344,0.0003827353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01082119,"about_ca_system_score_gemma":0.01206073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5783415,"about_ca_topic_score_gemma":0.7601119,"domain_scores_codex":[0.9966347,0.0006853287,0.0002879688,0.0002394293,0.001659997,0.0004926554],"domain_scores_gemma":[0.976965,0.005853964,0.007849796,0.001132995,0.006737692,0.001460723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002491715,0.00009949321,0.6376962,0.0006090445,0.00002998162,0.005028033,0.2219036,0.0002898348,0.001741322,0.002321454,0.04337546,0.08665646],"study_design_scores_gemma":[0.000004537578,0.00008216488,0.8095255,0.0002895499,0.00001925294,0.0008123768,0.1242233,0.0003567395,0.0007934492,0.0002351861,0.06362853,0.00002921978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624764,0.001678114,0.0009316303,0.004172388,0.0001828627,0.0002446203,0.002406317,0.0001175532,0.02779013],"genre_scores_gemma":[0.9836485,0.001278432,0.0007890573,0.0006050013,0.0000497535,0.0000677414,0.001254179,0.00002675773,0.01228052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5783415,"threshold_uncertainty_score":0.8482834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04872927732367916,"score_gpt":0.3736500250609217,"score_spread":0.3249207477372425,"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."}}