{"id":"W4236190772","doi":"10.1192/bjp.209.5.434a","title":"Authors' reply","year":2016,"lang":"en","type":"letter","venue":"The British Journal of Psychiatry","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Content (measure theory); Computer science; Action (physics); Information retrieval; World Wide Web; 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001530129,0.0002314098,0.0005374964,0.0002633279,0.0004973575,0.0007429741,0.001131706,0.0006506585,0.0002694511],"category_scores_gemma":[0.0001558094,0.0001612221,0.0003639509,0.0002498799,0.0001192967,0.0003952418,0.0001287651,0.002897646,0.0003107748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003981294,"about_ca_system_score_gemma":0.0001976101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268607,"about_ca_topic_score_gemma":0.0004777043,"domain_scores_codex":[0.9976991,0.00006393703,0.00101102,0.0002297199,0.0005085338,0.0004876717],"domain_scores_gemma":[0.9972077,0.00005041552,0.001895092,0.0004370073,0.0003953101,0.00001449357],"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":[0.000006790313,0.000009004028,0.0003838075,0.0002836938,0.00007490695,0.0006472726,0.000002425248,4.791503e-8,8.566134e-7,0.001649639,0.9476758,0.04926577],"study_design_scores_gemma":[0.0003133491,0.00001839774,0.0003759197,0.001890527,0.00007954492,0.003741482,0.00003340841,7.525667e-7,1.589421e-7,0.03666073,0.9566872,0.0001985076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001195911,0.004737809,0.0001089139,0.9688371,0.01560872,0.0001757966,0.000009893998,0.00007402446,0.009251772],"genre_scores_gemma":[0.001781851,0.0001905707,0.0001787642,0.8506672,0.1430029,0.000005125669,0.000006737653,0.00008631846,0.004080532],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1273941,"threshold_uncertainty_score":0.9994027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368491922356244,"score_gpt":0.2350223057323087,"score_spread":0.2213373865087462,"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."}}