{"id":"W4364321240","doi":"10.1109/ihsh57076.2022.10091994","title":"IHSH 2022 Cover Page","year":2022,"lang":"en","type":"article","venue":"","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Cover (algebra); Computer science; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007945035,0.001031721,0.001125059,0.002315986,0.001723238,0.00501104,0.000963786,0.002801692,0.9109319],"category_scores_gemma":[0.003699085,0.0004921962,0.0007931004,0.001446083,0.0006249035,0.001486143,0.002258483,0.002081015,0.8374208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163937,"about_ca_system_score_gemma":0.00200523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002737103,"about_ca_topic_score_gemma":0.006381454,"domain_scores_codex":[0.9993191,0.00006512299,0.0000224103,0.0000693302,0.0003851015,0.0001389077],"domain_scores_gemma":[0.9971482,0.0004719243,0.00009658636,0.0002316507,0.0009405329,0.001111139],"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":[0.00005535464,0.0000299095,0.00006314607,0.00007761249,0.000002361423,0.00002578149,0.000004949927,0.00003181124,0.0002235744,0.0007091535,0.9661059,0.03267053],"study_design_scores_gemma":[0.00003583777,0.00003829447,0.0007069297,0.0001269759,0.000003075312,0.0000449834,0.00002534074,0.00007788587,0.000186001,0.0009953688,0.9977521,0.000007130145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003396236,0.0006539961,0.0003632217,0.002065982,0.009750109,0.0001608635,0.003268863,0.00100571,0.9823917],"genre_scores_gemma":[0.0006362883,0.0002552571,0.0001140438,0.0007362493,0.001956458,0.00003841392,0.00115446,0.0001715134,0.9949373],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08906811,"threshold_uncertainty_score":0.1270449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224596168520542,"score_gpt":0.3505633408030808,"score_spread":0.3183173791178754,"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."}}