{"id":"W3208372726","doi":"10.1503/cmaj.211401","title":"Rethinking the “discovery” of insulin","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insulin; Data science; Computer science; Term (time); World Wide Web; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03107948,0.0006564864,0.001377751,0.002444898,0.005873682,0.01633057,0.002872983,0.00765411,0.002674119],"category_scores_gemma":[0.04599746,0.000659406,0.0008613667,0.001795555,0.05509848,0.01690071,0.005468898,0.03145308,0.001206887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01504177,"about_ca_system_score_gemma":0.02388498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04490801,"about_ca_topic_score_gemma":0.07320229,"domain_scores_codex":[0.9782,0.009273523,0.00138091,0.001573937,0.007964587,0.001607004],"domain_scores_gemma":[0.9526633,0.02741198,0.001567389,0.003179785,0.01096202,0.004215529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002696139,0.00005350722,0.0009078753,0.0007304827,0.00004670269,0.0004544847,0.01057894,0.000287167,0.0009962933,0.582463,0.3169533,0.08625861],"study_design_scores_gemma":[0.00003574196,0.00007698794,0.0005996462,0.0009956061,0.00002229957,0.0004236971,0.003552955,0.0002395535,0.0007023191,0.1172588,0.8759986,0.00009393431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002830207,0.09479816,0.00428327,0.8320696,0.04236098,0.00001621121,0.0000676398,0.0001232022,0.02345074],"genre_scores_gemma":[0.183763,0.1783845,0.01056872,0.4970139,0.1084848,0.00008469321,0.0001392256,0.0005908135,0.02097034],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9941263,"threshold_uncertainty_score":0.164366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131787219173613,"score_gpt":0.252989752316881,"score_spread":0.2416718801251449,"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."}}