{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001410827,0.0002445219,0.0003275232,0.0002888823,0.0005215607,0.0002783864,0.0006114702,0.0002080845,0.1382645],"category_scores_gemma":[0.0003568784,0.0002504549,0.000107212,0.0003700839,0.0001441428,0.00005160861,0.0006753232,0.0005369292,0.03554123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009365218,"about_ca_system_score_gemma":0.000007983831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002395081,"about_ca_topic_score_gemma":4.81916e-7,"domain_scores_codex":[0.9983022,0.0001407481,0.0002215121,0.0005232699,0.0004269047,0.0003853508],"domain_scores_gemma":[0.9987131,0.00000848099,0.0001349379,0.0005608979,0.0001487443,0.0004338318],"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":[0.00005827954,0.00005271022,0.000001691213,0.0002361834,0.0001003853,0.0001189701,0.0001591661,1.327349e-7,0.0003234653,0.000630358,0.9486738,0.04964487],"study_design_scores_gemma":[0.0008137455,0.0003416686,0.00008189189,0.0002165326,0.00006658845,0.0002416579,0.00006722684,0.00002638662,0.00007544478,0.00003588651,0.9977968,0.0002361682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000493236,0.0006111022,0.0003836591,0.001446157,0.0001796508,0.0005829697,0.0005829595,0.002172367,0.9939918],"genre_scores_gemma":[0.0202584,0.002721375,0.001068952,0.002319278,0.004183232,1.429906e-7,0.02156768,0.03883278,0.9090481],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1027232,"threshold_uncertainty_score":0.9999948,"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."}}