{"id":"W2943650747","doi":"10.1016/j.jogc.2019.03.015","title":"Phenotypic Classification of preterm Birth Among Multiparous Women: A Population-Based Cohort Study","year":2019,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"Canadian Institutes of Health Research; Health Canada; Canada Research Chairs; Health Research","keywords":"Medicine; Cohort; Phenotype; Population; Obstetrics; Cohort study; Pediatrics; Demography; Internal medicine; Genetics; Environmental health; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001130239,0.0004080852,0.000350225,0.0007577842,0.000973432,0.0008676035,0.0007923057,0.0005899342,0.001164885],"category_scores_gemma":[0.003213143,0.0004630995,0.0006542737,0.001406192,0.0003041977,0.0005765439,0.0008718702,0.0008008181,0.0002587247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006918379,"about_ca_system_score_gemma":0.0009168853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05777933,"about_ca_topic_score_gemma":0.06417895,"domain_scores_codex":[0.999176,0.000167562,0.00007516266,0.0002741628,0.0001791933,0.000127967],"domain_scores_gemma":[0.9985348,0.0001023394,0.0006967189,0.0002534649,0.0001934237,0.0002192689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004689514,0.00001983869,0.9990873,0.000005271328,0.00006079816,0.00006427183,0.0001000315,0.0000131499,0.0001297686,0.00001409419,0.0001140879,0.0003444261],"study_design_scores_gemma":[0.00001167429,0.00004256089,0.999279,0.000006915596,0.00002777349,0.0002018782,0.0001900937,0.00009117454,0.00001718512,0.00001528392,0.0001127398,0.000003882814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981894,0.000148373,0.0001395299,0.00006681882,0.000007642248,0.00002725716,0.001190945,0.000003595985,0.000226478],"genre_scores_gemma":[0.9986647,0.0001160713,0.0001632955,0.00004491771,0.000009255478,0.00003131658,0.0008381595,0.000002833263,0.0001293592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9422207,"threshold_uncertainty_score":0.114886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008171479214845198,"score_gpt":0.2221014593280024,"score_spread":0.2139299801131572,"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."}}