{"id":"W2319140046","doi":"10.1097/01.ede.0000416881.89288.7c","title":"S-027","year":2012,"lang":"war","type":"article","venue":"Epidemiology","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01559947,0.0003504784,0.00183462,0.0001569378,0.0001829536,0.000002716728,0.0003259951,0.0005677458,0.004018783],"category_scores_gemma":[0.618066,0.0002702916,0.0004385095,0.0002896237,0.00114391,0.0001040538,0.0007027962,0.001380261,0.0124776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003112393,"about_ca_system_score_gemma":0.0002999712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004079788,"about_ca_topic_score_gemma":0.000006935151,"domain_scores_codex":[0.9924755,0.002764029,0.001353369,0.0006184204,0.0002752363,0.002513439],"domain_scores_gemma":[0.81507,0.181445,0.0003899845,0.001216563,0.0002093291,0.001669195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002264871,0.0004438746,0.8165413,0.0005542987,0.0004488466,0.00002663151,0.0003960303,0.00001238091,0.0001069545,0.01355708,0.148143,0.01954307],"study_design_scores_gemma":[0.0007387217,0.000453576,0.4335108,0.000105663,0.000145924,0.000003344853,0.00005368644,0.000290018,0.00001598523,0.002572249,0.5619397,0.0001702943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09069915,0.1547746,0.01016021,0.685428,0.01475397,0.00263036,0.0001212264,0.0004572626,0.04097525],"genre_scores_gemma":[0.9169857,0.01235258,0.001171593,0.04697498,0.007632537,0.00006226953,0.00002014664,0.00004382133,0.01475639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8262866,"threshold_uncertainty_score":0.9999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2764499012833607,"score_gpt":0.5590067311502617,"score_spread":0.282556829866901,"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."}}