{"id":"W2944106502","doi":"10.1097/01.aog.0000558769.17315.5f","title":"Bishop Score as a Measurement Instrument [30H]","year":2019,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Sensibility; Reliability (semiconductor); Inter-rater reliability; Criterion validity; Weighting; Statistics; Discriminative model; Kappa; Index (typography); Construct validity; Machine learning; Psychometrics; Clinical psychology; Mathematics; Computer science; Rating scale","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":[0.02196831,0.0007979653,0.001913589,0.004042948,0.0005281178,0.002105954,0.001972179,0.0007630893,0.0052323],"category_scores_gemma":[0.05487005,0.0003545087,0.001596882,0.004099049,0.001318123,0.001194497,0.001737861,0.001464191,0.001284412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001498644,"about_ca_system_score_gemma":0.002892128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581363,"about_ca_topic_score_gemma":0.002702731,"domain_scores_codex":[0.9717854,0.01476589,0.003951905,0.001715324,0.007410444,0.0003711506],"domain_scores_gemma":[0.9586966,0.02065333,0.01027041,0.00161797,0.008033317,0.0007283264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001765046,0.0002876792,0.3643732,0.02165722,0.004148711,0.0003636762,0.001060929,0.001907425,0.002054295,0.005929018,0.02081166,0.5756412],"study_design_scores_gemma":[0.000406971,0.004134983,0.8337927,0.02052034,0.003460369,0.003262096,0.001789752,0.006783743,0.004239181,0.01000007,0.1112427,0.0003671649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3112628,0.4092164,0.1035762,0.01866463,0.004082202,0.01036182,0.04000846,0.001149681,0.1016779],"genre_scores_gemma":[0.8249499,0.06647808,0.0771505,0.003156602,0.001993795,0.007095071,0.01510732,0.0001985293,0.003870269],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02196831,"threshold_uncertainty_score":0.1161809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0537795526324298,"score_gpt":0.3026571493579385,"score_spread":0.2488775967255087,"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."}}