{"id":"W2194544174","doi":"10.1192/apt.bp.115.014464","title":"When is an expert not an expert? Question time for expert psychiatric witnesses","year":2015,"lang":"en","type":"article","venue":"BJPsych Advances","topic":"Child Abuse and Related Trauma","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hendrix Genetics (Canada)","funders":"","keywords":"Work (physics); Psychology; Federal court; Administration of justice; Psychiatry; Law; Political science; Engineering","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":[0.03477042,0.0002902939,0.0009048437,0.0009720071,0.01729596,0.01264336,0.003316556,0.02275479,0.01007971],"category_scores_gemma":[0.1553491,0.0006116821,0.0006366107,0.0007632781,0.0181132,0.01909735,0.00713806,0.0190949,0.001807638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006631525,"about_ca_system_score_gemma":0.009503238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007532308,"about_ca_topic_score_gemma":0.009490459,"domain_scores_codex":[0.9646448,0.02130307,0.003231882,0.002403277,0.004498095,0.003918862],"domain_scores_gemma":[0.8739837,0.1021056,0.006253875,0.00219331,0.009092452,0.006371016],"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":[0.000231611,0.0001139072,0.006494406,0.001100455,0.00005719493,0.02021512,0.1967389,0.0003344556,0.001537636,0.3717985,0.3193553,0.08202253],"study_design_scores_gemma":[0.00003001919,0.00008472759,0.002277958,0.003338077,0.00003806656,0.01081657,0.3546258,0.0002987885,0.0007975419,0.1429605,0.4845867,0.0001452185],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02551074,0.01170428,0.004901602,0.8848173,0.006397323,0.00008025769,0.00005853518,0.00004607309,0.06648377],"genre_scores_gemma":[0.6758133,0.01082197,0.005489166,0.2795895,0.006489304,0.0001511752,0.00006191764,0.0001372853,0.02144653],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03477042,"threshold_uncertainty_score":0.1838858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786934468351619,"score_gpt":0.3524531516765907,"score_spread":0.3145838069930745,"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."}}