{"id":"W2069296472","doi":"10.1503/cmaj.092252","title":"Registration of observational studies: Is it time?","year":2010,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. National Library of Medicine; National Institutes of Health","keywords":"Observational study; Medicine; Medical physics; Clinical trial; Computer science; Intensive care medicine; Data science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.1465894,0.0001291881,0.001320071,0.0003100225,0.0002299632,0.0003441086,0.001029568,0.0002735722,0.1516816],"category_scores_gemma":[0.2524836,0.00007323201,0.0007224876,0.0008008744,0.00005743569,0.0002538978,0.00001938482,0.0006538115,0.00342891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001921852,"about_ca_system_score_gemma":0.002339003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001428265,"about_ca_topic_score_gemma":0.01352466,"domain_scores_codex":[0.9783354,0.002297493,0.006589408,0.0003000096,0.01222179,0.0002559439],"domain_scores_gemma":[0.981533,0.004403159,0.006024772,0.0007421871,0.006315573,0.0009813184],"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":[5.520944e-7,0.000008179323,0.03767231,0.000003536697,0.0001731366,0.000008307005,0.0004406341,0.000002027721,0.00003098652,0.001342853,0.9534077,0.006909752],"study_design_scores_gemma":[0.0001587799,0.00001490974,0.02413081,0.00002415967,0.00005589902,0.00005770543,0.0007702957,0.001651055,0.0000104397,0.005278287,0.9677627,0.00008494966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4899303,0.0004467727,0.001008238,0.4408669,0.003632057,0.0004219073,0.0001105823,0.000004331842,0.06357886],"genre_scores_gemma":[0.7949372,0.0001412258,0.005310087,0.05319376,0.004145358,0.00001709864,0.00002670244,0.00002393708,0.1422047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3876732,"threshold_uncertainty_score":0.9973471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6557953981213896,"score_gpt":0.5102932377797847,"score_spread":0.1455021603416049,"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."}}