{"id":"W6931333388","doi":"10.5281/zenodo.4300932","title":"arbennett/summa: nn1w","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canmore Museum and Geoscience Centre","funders":"","keywords":"Identification (biology); Term (time); Set (abstract data type); Work (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":[0.006142215,0.001917537,0.001080909,0.002465959,0.001255607,0.004962389,0.002586663,0.002812364,0.2253762],"category_scores_gemma":[0.01286935,0.001095377,0.001895226,0.002004744,0.0006473032,0.003681551,0.003823327,0.002436607,0.07626073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001907532,"about_ca_system_score_gemma":0.003267406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095546,"about_ca_topic_score_gemma":0.01416031,"domain_scores_codex":[0.9979143,0.000856448,0.0001514113,0.0003909358,0.0005372334,0.0001497252],"domain_scores_gemma":[0.995801,0.001941161,0.0001778462,0.0007569049,0.0009787588,0.0003443423],"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":[0.0005484418,0.0002164346,0.0008744323,0.0005534121,0.0001218513,0.000180047,0.0002214765,0.04186926,0.001481669,0.3364457,0.3842563,0.2332309],"study_design_scores_gemma":[0.0002676481,0.00006131637,0.0004750487,0.000401731,0.00007540445,0.00009840103,0.000112049,0.2486166,0.002856875,0.2605297,0.4864163,0.00008900522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.003907868,0.0005374131,0.7651399,0.00568493,0.001231263,0.0004505256,0.02664217,0.02101668,0.1753893],"genre_scores_gemma":[0.05389615,0.0007026152,0.7004126,0.0007350785,0.00055386,0.001263359,0.0540373,0.01742524,0.1709738],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.2253762,"threshold_uncertainty_score":0.7539586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819999706920537,"score_gpt":0.2426477036211633,"score_spread":0.214447706551958,"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."}}