{"id":"W1986457560","doi":"10.1097/ede.0b013e31823b5492","title":"Commentary","year":2011,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Birth, Development, and Health","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001181663,0.0003099556,0.00138636,0.0001657877,0.0000750958,0.00000104368,0.0001765333,0.001600312,0.001986807],"category_scores_gemma":[0.0004333718,0.0002484355,0.0001830191,0.00005811992,0.0001946752,0.00001671427,0.00007784969,0.003046516,0.001065811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529554,"about_ca_system_score_gemma":0.0002152845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005898148,"about_ca_topic_score_gemma":0.00002127447,"domain_scores_codex":[0.9972527,0.0005997579,0.0007535936,0.0005102242,0.00009082627,0.0007928753],"domain_scores_gemma":[0.9980666,0.00083802,0.0003133199,0.0005691578,0.0000472206,0.0001656563],"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":[0.00003122384,0.00002223155,0.03383189,0.0003912113,0.0001099443,0.0003507217,0.00008113988,6.523087e-9,0.000001042143,0.003157197,0.9612528,0.0007706007],"study_design_scores_gemma":[0.000480814,0.00020323,0.01780259,0.00008980904,0.00008513492,0.0002350616,0.000004862553,0.000002112895,0.000003601939,0.0423146,0.9385827,0.0001955473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001472447,0.001342843,0.000136548,0.958298,0.001523572,0.0003630013,0.00002225394,0.0001043342,0.03806222],"genre_scores_gemma":[0.00006133139,0.02155795,0.005755553,0.9615749,0.008282744,0.00004469308,0.001461757,0.00005527006,0.001205794],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0391574,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340046929865819,"score_gpt":0.3700388472509671,"score_spread":0.2360341542643852,"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."}}