{"id":"W2805167392","doi":"10.1097/jcp.0000000000000865","title":"Statistics Commentary Series","year":2018,"lang":"en","type":"article","venue":"Journal of Clinical Psychopharmacology","topic":"Mental Health Research Topics","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Library science; Series (stratigraphy); Psychiatry; Psychology; Family medicine; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003401037,0.0001429561,0.0005933436,0.0001547545,0.0001133529,0.00001325445,0.0005283822,0.0002150936,0.02246866],"category_scores_gemma":[0.0003538396,0.0001191418,0.0001673484,0.0001717842,0.0008601656,0.0001334859,0.00007728819,0.001189136,0.000953071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005213026,"about_ca_system_score_gemma":0.0001500793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001213147,"about_ca_topic_score_gemma":0.00002322796,"domain_scores_codex":[0.9954662,0.00134549,0.002113987,0.0002209108,0.0003668938,0.0004865725],"domain_scores_gemma":[0.9962726,0.001455355,0.0009459575,0.0002571816,0.0004923839,0.0005764745],"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":[0.006926482,0.0008370365,0.01857491,0.00001985177,0.0002567035,0.0003335628,0.0001912067,1.427255e-7,0.00008931146,0.0012873,0.9008605,0.07062295],"study_design_scores_gemma":[0.007775495,0.008006268,0.06699071,0.00001874736,0.00006986883,0.0003543502,0.0002153506,0.000011662,0.00006633815,0.005047398,0.9113157,0.0001280583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8315703,0.0008713896,0.003291164,0.05710115,0.07262903,0.0005703162,0.0001117259,0.00003876127,0.03381617],"genre_scores_gemma":[0.7719581,0.001751695,0.03544147,0.141796,0.03706414,0.00002507431,0.00001336969,0.00009922473,0.01185098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08469486,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2017667918626583,"score_gpt":0.6273677915692626,"score_spread":0.4256009997066044,"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."}}