{"id":"W2475626989","doi":"10.1192/bjp.193.6.517","title":"Authors' reply","year":2008,"lang":"en","type":"article","venue":"The British Journal of Psychiatry","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Cardiff University; University of Oxford; Newcastle University; University of Pittsburgh","keywords":"Content (measure theory); Computer science; Action (physics); Mathematics; Physics","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":[0.0008198824,0.00007570547,0.0001927096,0.00009905524,0.0006502335,0.0001644347,0.0003879825,0.00007061369,0.00008137088],"category_scores_gemma":[0.0001123232,0.00006164604,0.0001248874,0.000282887,0.00008300746,0.000352018,0.00005000532,0.0004394173,0.00009033975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001182596,"about_ca_system_score_gemma":0.00008802248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002831915,"about_ca_topic_score_gemma":0.0007254988,"domain_scores_codex":[0.9989666,0.00002112606,0.0004923248,0.00009091378,0.000226699,0.0002023692],"domain_scores_gemma":[0.9990931,0.00001375406,0.0005095652,0.000170519,0.000197826,0.00001522448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004047264,0.0001402463,0.06994783,0.0001408626,0.00007696547,0.0006296019,0.00005217624,0.000006117714,0.00002344359,0.04349017,0.8121091,0.07334297],"study_design_scores_gemma":[0.0006573909,0.00003750567,0.08848456,0.0003546776,0.00003268845,0.01639983,0.0004095792,0.00002593847,0.000002440628,0.03135096,0.8620839,0.0001605229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391133,0.00463403,0.0002377787,0.03826195,0.005484227,0.0001121023,9.578083e-7,0.0000712118,0.01208441],"genre_scores_gemma":[0.9874876,0.0001587197,0.0005393325,0.00549288,0.005783983,0.000001491199,5.684138e-7,0.00001930035,0.0005161388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07318245,"threshold_uncertainty_score":0.5001136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01775061935484893,"score_gpt":0.2348449086039801,"score_spread":0.2170942892491312,"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."}}