{"id":"W2783906820","doi":"10.9778/cmajo.20170128","title":"The Canadian Preterm Birth Network: a study protocol for improving outcomes for preterm infants and their families","year":2018,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Université Laval; Calgary Laboratory Services; Canadian Foundation for Healthcare Improvement; Hospital for Sick Children; University of British Columbia; Alberta Health Services; Université de Sherbrooke; McMaster University; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Health care; Intensive care; Cohort; Pregnancy; Quality management; Pediatrics; Family medicine; Intensive care medicine; Management system; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000772786,0.0002260758,0.0003448587,0.00005625129,0.001126717,0.0004131852,0.0003901252,0.00008461908,0.00001775751],"category_scores_gemma":[0.0001815142,0.0001260757,0.00006321966,0.000077905,0.0001203409,0.0001796252,0.0002378593,0.00009473774,0.000001246428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006939359,"about_ca_system_score_gemma":0.0005536418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007938008,"about_ca_topic_score_gemma":0.2706516,"domain_scores_codex":[0.9986809,0.00003797741,0.0002996674,0.0003312055,0.0001051962,0.0005449812],"domain_scores_gemma":[0.9988491,0.0002194304,0.000115775,0.0004178194,0.0002224446,0.0001754481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002252338,0.00001589327,0.8976837,0.0002898377,0.0002519093,0.000003872304,0.01834821,1.75541e-7,0.00003186311,0.0001316108,0.004498552,0.07649199],"study_design_scores_gemma":[0.01285132,0.003395373,0.4815838,0.0002888796,0.00009711171,0.00001820899,0.00252742,0.001015694,0.0004861023,0.0007509489,0.4963325,0.0006527032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.2143262,0.00001576726,0.00004845616,0.000632716,0.0004143088,0.771823,0.0001926251,0.00005937662,0.01248755],"genre_scores_gemma":[0.5681915,6.714011e-7,0.00152316,0.0007784245,0.0003104446,0.4277526,0.00003010481,0.00004163947,0.00137141],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.4918339,"threshold_uncertainty_score":0.9986682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04121269516865007,"score_gpt":0.3413071137697071,"score_spread":0.300094418601057,"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."}}