{"id":"W4399123871","doi":"10.4103/2949-8457.369062","title":"JPEF Abstracts 2022","year":2022,"lang":"en","type":"article","venue":"International Journal of Diabetes and Technology","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00115749,0.000985596,0.0007462128,0.002170627,0.001287763,0.004581236,0.00138661,0.002655025,0.8591121],"category_scores_gemma":[0.004455083,0.0004775859,0.0005674928,0.001617688,0.000287286,0.002017535,0.001617908,0.00183627,0.6942012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142973,"about_ca_system_score_gemma":0.00185683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002846219,"about_ca_topic_score_gemma":0.003026892,"domain_scores_codex":[0.999292,0.0001139091,0.00008831596,0.0001019498,0.0002732916,0.0001304992],"domain_scores_gemma":[0.9962922,0.0004305927,0.0001544079,0.00018752,0.001968247,0.0009671125],"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":[0.00008208482,0.00003997406,0.0003766335,0.0002137537,0.000003042517,0.0001094564,0.00001296866,0.00001060416,0.0001101714,0.0002720679,0.9461179,0.05265132],"study_design_scores_gemma":[0.00004527364,0.0000501815,0.002573522,0.0004234513,0.000004321992,0.0002528392,0.00006538663,0.00003192938,0.00008332348,0.0003764099,0.9960864,0.000007011507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001603437,0.00460275,0.0007336137,0.01108756,0.02814697,0.0007568809,0.03633649,0.001181713,0.9155506],"genre_scores_gemma":[0.005367249,0.003227122,0.0004825277,0.003206867,0.008821506,0.0004603098,0.01928576,0.0003626799,0.958786],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1408879,"threshold_uncertainty_score":0.2009593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688525578594028,"score_gpt":0.3527079407164526,"score_spread":0.3258226849305124,"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."}}