{"id":"W1959477106","doi":"10.1186/s12884-015-0563-7","title":"Validating the British Columbia Perinatal Data Registry: a chart re-abstraction study","year":2015,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shaughnessy Hospital; BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Reproductive medicine; Chart; Pregnancy; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003162987,0.0001058916,0.0002143747,0.000008581366,0.0004673779,0.000409503,0.000228337,0.00005165216,0.00005195905],"category_scores_gemma":[0.0001296869,0.0001019573,0.000024146,0.00007839841,0.00006069736,0.0001938212,0.0002180454,0.0002476446,0.00001696613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002737219,"about_ca_system_score_gemma":0.0001365929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01457417,"about_ca_topic_score_gemma":0.02561051,"domain_scores_codex":[0.9987459,0.00005722427,0.0002486763,0.0003988597,0.0003058987,0.0002434056],"domain_scores_gemma":[0.9989276,0.00002298435,0.0001147861,0.0006842261,0.00005779944,0.0001926143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007783369,0.0003617613,0.9788699,0.0002262353,0.00004087003,0.000121407,0.0005387389,9.973536e-7,0.000003015906,0.00001787186,0.008684976,0.01105636],"study_design_scores_gemma":[0.002319425,0.0004699336,0.9799387,0.001238122,0.00006443561,0.00103747,0.003257224,0.00005467481,0.000002873107,0.0001175169,0.01136308,0.0001365532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911427,0.002505669,0.00001318075,0.0003508754,0.000206647,0.0007758689,0.0001011861,0.00008129718,0.0048226],"genre_scores_gemma":[0.9964617,0.0002320426,0.0001408966,0.0003142416,0.0002904089,0.00002026915,0.00008302516,0.00001563766,0.002441743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01103634,"threshold_uncertainty_score":0.9921696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06857741815454976,"score_gpt":0.3097090230816191,"score_spread":0.2411316049270694,"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."}}