{"id":"W4236579625","doi":"10.1192/bjp.207.4.363a","title":"Authors' reply","year":2015,"lang":"en","type":"letter","venue":"The British Journal of Psychiatry","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Content (measure theory); Computer science; Psychology; Mathematics","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":[0.002225128,0.000232097,0.0005807033,0.0002656232,0.0004051277,0.0009296722,0.001133193,0.0006780432,0.0001170887],"category_scores_gemma":[0.0002382968,0.0001900923,0.0003029085,0.000354568,0.0001049652,0.0003841372,0.0001391614,0.00400541,0.0002223724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005195459,"about_ca_system_score_gemma":0.0003621725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005241991,"about_ca_topic_score_gemma":0.0008999884,"domain_scores_codex":[0.997597,0.00007166109,0.001017339,0.0002172433,0.000664785,0.000431938],"domain_scores_gemma":[0.9969688,0.00002980386,0.001857259,0.0004288091,0.0006952321,0.00002011324],"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":[0.000007623782,0.00001667006,0.0003434294,0.0003006592,0.00007277954,0.0008290283,0.000005618946,4.426561e-7,1.939483e-7,0.0008523489,0.9819921,0.01557909],"study_design_scores_gemma":[0.0003183366,0.00002437661,0.0002493483,0.0009617081,0.0001019837,0.004875943,0.0001015394,0.000003759526,5.005347e-8,0.03733963,0.9558235,0.0001997625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002004888,0.008492424,0.00004214751,0.9608705,0.01672886,0.0001937667,0.00000789736,0.00007928542,0.0115802],"genre_scores_gemma":[0.002109781,0.0001020273,0.000305544,0.8849548,0.1093914,0.000004922219,0.00001858339,0.00009367771,0.003019329],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09266253,"threshold_uncertainty_score":0.9982924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222555887635437,"score_gpt":0.2509035068950987,"score_spread":0.2286779480187443,"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."}}