{"id":"W4245285109","doi":"10.1002/lrh2.10196","title":"Issue Information","year":2020,"lang":"en","type":"paratext","venue":"Learning Health Systems","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Assistance publique-Hôpitaux de Paris; Nederlands Instituut voor Onderzoek van de Gezondheidszorg; Institut National de la Santé et de la Recherche Médicale; University of Warwick; University of Illinois at Urbana-Champaign; University of Southampton; University of Dundee; University of Washington; Carnegie Mellon University; Harvard University; York University; Georgia Institute of Technology; George Washington University; University of Pennsylvania; National Health Research Institutes; King's College London; Vanderbilt University; Purdue University; Siemens USA","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.0009265703,0.0002580663,0.001090976,0.0002940978,0.0003659215,0.0003477519,0.0002837742,0.000221747,0.01559887],"category_scores_gemma":[0.0001139308,0.0003111392,0.0001301997,0.0002130743,0.00004211047,0.0003417474,0.000115297,0.0005694983,0.8360963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549973,"about_ca_system_score_gemma":0.0001051523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002040602,"about_ca_topic_score_gemma":0.000001832548,"domain_scores_codex":[0.9975865,0.00004835775,0.001366191,0.0004678292,0.00005586388,0.0004752246],"domain_scores_gemma":[0.9976192,0.00003796066,0.001849089,0.000260865,0.00003699341,0.0001959159],"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":[0.000003657441,0.000004810453,0.00009433946,0.0009845194,0.00005749483,2.881137e-7,0.002464885,0.002559198,9.477345e-9,0.004228105,0.9892666,0.0003360371],"study_design_scores_gemma":[0.0002068085,0.00006410757,0.00002343775,0.0001270653,0.000002087467,0.000001412173,0.001624888,0.002623079,5.327901e-8,0.00001111378,0.995045,0.0002709446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008205983,0.01749645,0.0009790071,0.001679031,0.04623293,0.0005092453,0.001025199,0.00008267424,0.9319873],"genre_scores_gemma":[0.001659012,0.002637387,0.00004699039,0.001260665,0.001343983,0.00005462604,0.0006021942,0.00003191041,0.9923632],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8204974,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0480729609259016,"score_gpt":0.251773031650706,"score_spread":0.2037000707248044,"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."}}