{"id":"W4411538224","doi":"10.1186/s12978-025-02044-8","title":"Born Too Soon: Learning from the past to accelerate action in the next decade","year":2025,"lang":"en","type":"review","venue":"Reproductive Health","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"World Health Organization","keywords":"Reproductive medicine; Public health; Action (physics); Medicine; Environmental health; Political science; Biology; Pregnancy; Pathology; Genetics; Physics","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":[0.01333546,0.001030055,0.00148029,0.00230699,0.003615585,0.01205643,0.002038987,0.006614694,0.01454605],"category_scores_gemma":[0.02731564,0.0004493741,0.001488028,0.002522456,0.004751593,0.01821658,0.006732176,0.01070757,0.003542734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006697887,"about_ca_system_score_gemma":0.02779481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00723274,"about_ca_topic_score_gemma":0.0141766,"domain_scores_codex":[0.9916859,0.00408682,0.0009704662,0.0007833983,0.001422592,0.001050745],"domain_scores_gemma":[0.9787523,0.01214074,0.002102469,0.0005701244,0.003451708,0.002982607],"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":[0.0001334563,0.0001234785,0.001453022,0.04132377,0.0001842765,0.0006572055,0.01421877,0.0003141492,0.0003151477,0.07424232,0.2779494,0.589085],"study_design_scores_gemma":[0.000009839044,0.00005373332,0.0007312283,0.04416251,0.00009514631,0.0005204199,0.01041906,0.00004581722,0.000113691,0.01190515,0.9319034,0.00004015565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008159888,0.8046774,0.0008932816,0.1730613,0.01111924,0.00004198622,0.0001437486,0.00005591245,0.009191084],"genre_scores_gemma":[0.01580453,0.9261484,0.002164976,0.04707217,0.003904309,0.0001563991,0.000179971,0.00005828729,0.004510936],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01454605,"threshold_uncertainty_score":0.07052553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1840226165972016,"score_gpt":0.4266661451874329,"score_spread":0.2426435285902313,"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."}}