{"id":"W2911639163","doi":"10.12688/f1000research.17228.1","title":"Recent advances in understanding necrotizing enterocolitis","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Infant Nutrition and Health","field":"Nursing","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Canadian Institutes of Health Research; Hospital for Sick Children","keywords":"Necrotizing enterocolitis; Open peer review; Plant biology; Medicine; Intensive care medicine; Physiology; Biology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001248362,0.0002667524,0.000503486,0.0008817064,0.0001856573,0.0001412439,0.0004194377,0.0003771881,0.0008087085],"category_scores_gemma":[0.0001699419,0.0002940278,0.0001156529,0.0003703437,0.0001016388,0.0002229068,0.0006340403,0.002204739,0.0003105552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002597818,"about_ca_system_score_gemma":0.0002433163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002186287,"about_ca_topic_score_gemma":0.0006261122,"domain_scores_codex":[0.9963815,0.0004809679,0.0005557684,0.0006977578,0.0008512412,0.001032752],"domain_scores_gemma":[0.9986269,0.0003054538,0.0001409484,0.0005787125,0.0001509097,0.0001970354],"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":[0.01080707,0.002499538,0.270633,0.03751155,0.0001753826,0.00111144,0.01873886,0.007530422,0.001503287,0.04742201,0.1416008,0.4604667],"study_design_scores_gemma":[0.002925211,0.0003101903,0.01172552,0.005195417,0.00001279669,0.00002983431,0.002811154,0.004537997,0.0006586154,0.07057375,0.9003905,0.0008290186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.174998,0.2009717,0.009003768,0.13529,0.03866612,0.03333361,0.00124484,0.001894266,0.4045976],"genre_scores_gemma":[0.9182186,0.0773262,0.0005576813,0.001478698,0.0008343523,0.0003857625,0.00034665,0.0001580435,0.0006940031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7587897,"threshold_uncertainty_score":0.9999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.158835679396405,"score_gpt":0.432065773121712,"score_spread":0.273230093725307,"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."}}