{"id":"W4393191432","doi":"10.1016/j.clp.2024.02.006","title":"Preventing Preterm Birth","year":2024,"lang":"en","type":"article","venue":"Clinics in Perinatology","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Alberta; Université de Sherbrooke; Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Medicine; Inflammation; Tocolytic agent; Pathogenesis; Chemokine; Immunology; Intensive care medicine; Preterm labor; Pregnancy; Gestation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000242082,0.0001036969,0.000259437,0.0001558266,0.00002459195,0.00001906213,0.00008838962,0.0001774961,0.0003232937],"category_scores_gemma":[0.0002101568,0.00009692893,0.0001010391,0.0001777502,0.00008826875,0.00005361325,0.00006569691,0.0004437496,0.0001239459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003772726,"about_ca_system_score_gemma":0.0001256268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003752486,"about_ca_topic_score_gemma":0.00001046186,"domain_scores_codex":[0.9989522,0.00004611008,0.0003365673,0.0003108014,0.00008148335,0.0002728462],"domain_scores_gemma":[0.9994622,0.0001747982,0.00002720775,0.0002334186,0.00002262105,0.00007978646],"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":[0.0002106708,0.0001623935,0.6130029,0.001838256,0.0001083691,0.004094209,0.001281793,0.00000153956,0.0001788161,0.02814834,0.0009142042,0.3500585],"study_design_scores_gemma":[0.001983661,0.0008071777,0.1153317,0.001033783,0.0000701305,0.002466023,0.00019627,0.006882301,0.0006070164,0.01449172,0.8557342,0.0003960195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813088,0.003944532,0.00004867947,0.0006769262,0.001387267,0.0001731778,0.000006018344,0.000145611,0.01230897],"genre_scores_gemma":[0.996438,0.0006026762,0.0004242515,0.0003755259,0.0001460507,0.00003089724,0.000009628947,0.00002135341,0.001951668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.85482,"threshold_uncertainty_score":0.3952647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318585964059338,"score_gpt":0.3510008140035897,"score_spread":0.3278149543629963,"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."}}