{"id":"W4392234224","doi":"10.1111/ppe.13047","title":"Studies of recurrent outcomes in perinatal epidemiology: To describe, explain or predict?","year":2024,"lang":"en","type":"article","venue":"Paediatric and Perinatal Epidemiology","topic":"Birth, Development, and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Epidemiology; Pediatrics; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.004571901,0.0003541778,0.00199509,0.0005767232,0.00008650946,0.00000302298,0.0001375592,0.0003085109,0.0001008038],"category_scores_gemma":[0.01549237,0.000237058,0.0001622467,0.0004638204,0.0004010598,0.00009089086,0.0002577051,0.0005944903,0.00003660574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001828128,"about_ca_system_score_gemma":0.0003360681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001581869,"about_ca_topic_score_gemma":0.0001231257,"domain_scores_codex":[0.9962029,0.000645633,0.001460407,0.0007656131,0.0001237444,0.0008017332],"domain_scores_gemma":[0.9916054,0.007488021,0.000162019,0.0002644476,0.00008340378,0.000396727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006731569,0.00007810246,0.9018262,0.003306407,0.0002000056,0.0002101311,0.003065106,0.000005986064,0.00001182601,0.0518088,0.005250067,0.03356422],"study_design_scores_gemma":[0.001534915,0.002801729,0.9515832,0.0005145491,0.0001148886,0.0004450047,0.001599548,0.000697511,0.00001702955,0.01731119,0.02295647,0.0004239875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8949169,0.08381117,0.0004697609,0.01808011,0.001404403,0.0007224954,0.0001270127,0.0001082541,0.0003598762],"genre_scores_gemma":[0.8481084,0.1397061,0.008245303,0.003132316,0.0003410191,0.0001816702,0.00003062323,0.00002992325,0.0002247013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05589491,"threshold_uncertainty_score":0.9928005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398078467064195,"score_gpt":0.4183311234388473,"score_spread":0.2785232767324278,"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."}}