{"id":"W4220656412","doi":"10.1007/s10654-022-00848-7","title":"The Authors Reply","year":2022,"lang":"en","type":"letter","venue":"European Journal of Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Epidemiology; Public health; Environmental health; Family medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00887612,0.001254394,0.003526155,0.001606832,0.007870062,0.009049648,0.004178579,0.1497018,0.0105355],"category_scores_gemma":[0.07227442,0.002076285,0.002797459,0.001350763,0.006674888,0.005882396,0.004646305,0.1200762,0.01078377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007157914,"about_ca_system_score_gemma":0.009487864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01541874,"about_ca_topic_score_gemma":0.01699111,"domain_scores_codex":[0.9917368,0.001842442,0.0009606436,0.001734007,0.002063471,0.001662555],"domain_scores_gemma":[0.9730249,0.01492047,0.002018363,0.001084347,0.0049251,0.004026779],"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":[0.0000507387,0.00001736623,0.0005147317,0.00004920203,0.00004258227,0.000928584,0.000278059,0.00005088087,0.00009122894,0.002740035,0.993016,0.002220635],"study_design_scores_gemma":[0.0002007898,0.00006014189,0.001717154,0.0005265379,0.0001197934,0.001188378,0.00122927,0.0004612317,0.0002753256,0.01383225,0.9801903,0.0001987775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001634496,0.0005267043,0.00007210072,0.9739072,0.02444878,0.00001396867,0.00004605758,0.00001852173,0.0008031263],"genre_scores_gemma":[0.0008265382,0.0001552688,0.00005965505,0.9845687,0.01201303,0.00002729981,0.000009688231,0.0000101852,0.002329531],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1497018,"threshold_uncertainty_score":0.05193448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3301344712296689,"score_gpt":0.4445804757561594,"score_spread":0.1144460045264906,"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."}}