{"id":"W3202952171","doi":"10.1016/j.ajogmf.2021.100483","title":"Causal and prognostic perspectives in obstetrics","year":2021,"lang":"en","type":"editorial","venue":"American Journal of Obstetrics & Gynecology MFM","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"B.C. Women's Hospital & Health Centre; University of British Columbia; Université Laval; Children's & Women's Health Centre of British Columbia; Centre hospitalier universitaire de Québec","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Obstetrics; Gestation; Preterm delivery; Obstetrics and gynaecology; Perinatal mortality; Pregnancy; Pediatrics; Fetus","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03585626,0.006769424,0.01014307,0.01073101,0.005549912,0.0139121,0.007102804,0.0377457,0.01588198],"category_scores_gemma":[0.1441166,0.003659396,0.005262757,0.005040103,0.00650844,0.009038109,0.00384523,0.04131395,0.005892815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007532986,"about_ca_system_score_gemma":0.007649964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004375196,"about_ca_topic_score_gemma":0.01131605,"domain_scores_codex":[0.9841948,0.006289712,0.002850352,0.001505432,0.004484678,0.0006751774],"domain_scores_gemma":[0.8027048,0.1555108,0.005592148,0.003702189,0.02384843,0.008641706],"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":[0.00006830431,0.00001348767,0.0001188544,0.0008026232,0.0001190669,0.0001968165,0.00003790271,0.00004662091,0.00001886856,0.001314211,0.9906209,0.006642485],"study_design_scores_gemma":[0.0006412512,0.00006017012,0.001500708,0.006246026,0.0008646796,0.0006673708,0.0002445031,0.0008009943,0.00007741485,0.01820584,0.9705778,0.0001132792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001865426,0.01536907,0.00009458284,0.08079973,0.9031997,0.000007892535,0.00004790876,0.00002259703,0.0004398717],"genre_scores_gemma":[0.0001996876,0.004583997,0.00005502417,0.01314172,0.9814043,0.00001226765,0.00001028075,0.000008575037,0.0005841071],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0377457,"threshold_uncertainty_score":0.1896283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693290911044539,"score_gpt":0.3622104070876968,"score_spread":0.3352774979772514,"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."}}