{"id":"W2947269187","doi":"10.1097/jcp.0000000000001060","title":"Statistics Commentary Series","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Psychopharmacology","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Library science; Series (stratigraphy); Psychiatry; Family medicine; Medicine; Psychology; Computer science; Biology","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":[],"category_scores_codex":[0.00217984,0.0001362928,0.000828394,0.00006054448,0.00003093873,0.000008816732,0.0002606046,0.0001278136,0.001646269],"category_scores_gemma":[0.001468403,0.0001044876,0.0001956331,0.00007081133,0.0001473826,0.000154623,0.00004631737,0.000761645,0.00004965539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002031251,"about_ca_system_score_gemma":0.00006191928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.969369e-7,"about_ca_topic_score_gemma":0.000001164198,"domain_scores_codex":[0.9969664,0.000584566,0.001808141,0.0001624121,0.0002474728,0.0002310223],"domain_scores_gemma":[0.9912598,0.007055084,0.001001085,0.0001692255,0.0002741432,0.0002407279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00630318,0.001413756,0.005925957,0.0001738406,0.0005763817,0.000283284,0.00009766949,0.00004924137,0.001363282,0.1174039,0.7791662,0.08724333],"study_design_scores_gemma":[0.005387243,0.001739027,0.001090199,0.00003025907,0.0001615566,0.0001029711,0.00005420839,0.0002300608,0.00007638006,0.8656663,0.1253106,0.0001512543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1909126,0.0001324083,0.7882215,0.00697164,0.01090345,0.0003119879,0.00008625647,0.00002174416,0.002438467],"genre_scores_gemma":[0.03872836,0.0004316142,0.9503495,0.008491321,0.001068395,0.000002236931,0.000001459216,0.00002972136,0.0008974589],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7482624,"threshold_uncertainty_score":0.9992664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2008300701578728,"score_gpt":0.5931890160924582,"score_spread":0.3923589459345854,"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."}}