{"id":"W4254023295","doi":"10.1002/lrh2.10060","title":"Issue Information","year":2019,"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":[0.00142003,0.0002613479,0.001115983,0.0004369058,0.0003038879,0.0003409415,0.0002867452,0.0002691528,0.01970381],"category_scores_gemma":[0.00007160673,0.0003080328,0.0001330017,0.0001708457,0.0000371371,0.0003992002,0.0001057384,0.0005226987,0.913504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004568049,"about_ca_system_score_gemma":0.0001177358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002849742,"about_ca_topic_score_gemma":0.000002133996,"domain_scores_codex":[0.9975519,0.00004734889,0.001344761,0.0004608778,0.00005778853,0.0005373841],"domain_scores_gemma":[0.9973688,0.00004918725,0.002030392,0.0003849164,0.00004539292,0.0001212861],"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":[0.000003065566,0.000006078021,0.0002383522,0.001138093,0.00005528923,1.018903e-7,0.001500278,0.007536329,7.813638e-9,0.004312142,0.9849318,0.0002784503],"study_design_scores_gemma":[0.0002425509,0.00005883854,0.00004507337,0.0001862264,0.000001626987,0.000001483911,0.001428173,0.002279641,3.950882e-8,0.000008190496,0.9954628,0.000285353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002250775,0.01754988,0.0006849502,0.0004091401,0.08431233,0.000605597,0.0008411887,0.00005305072,0.8955213],"genre_scores_gemma":[0.002094788,0.002172458,0.00002561049,0.0005461078,0.0008348494,0.00004426463,0.000533628,0.00003003216,0.9937183],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8938002,"threshold_uncertainty_score":0.9999372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03919260246464022,"score_gpt":0.2516319853998695,"score_spread":0.2124393829352293,"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."}}