{"id":"W6921322229","doi":"10.6084/m9.figshare.c.6225350.v1","title":"Characteristics of new users of recent antidiabetic drugs in Canada and the United Kingdom","year":2022,"lang":"en","type":"other","venue":"Figshare","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Saskatchewan Health Quality Council; Institut National d'Excellence en Santé et en Services Sociaux; University of Manitoba; Memorial University of Newfoundland; University of British Columbia; University of Calgary; Institute for Clinical Evaluative Sciences; McGill University; Jewish General Hospital","funders":"","keywords":"Cohort; Cohort study; Disease; Clinical Practice; First line; Baseline (sea)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008014471,0.0001387984,0.0003609762,0.0001307853,0.00001733039,0.00001093056,0.0003117881,0.00005949047,0.3791331],"category_scores_gemma":[0.0001834355,0.0001077186,0.00002232164,0.0002514175,0.00002137473,0.00001224292,0.0001221387,0.000167444,0.000005551035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001436559,"about_ca_system_score_gemma":0.0009193649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6925822,"about_ca_topic_score_gemma":0.3905118,"domain_scores_codex":[0.999097,0.00008703444,0.0002346943,0.0001698683,0.00022946,0.0001819491],"domain_scores_gemma":[0.9992304,0.00008226531,0.0003616043,0.0002632444,0.00002576961,0.00003667951],"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":[0.00003066308,0.00001199302,0.0003503095,0.0003062977,0.000009602773,0.00000363515,0.0001205257,3.277849e-7,0.001642892,0.00008543668,0.9972072,0.0002311142],"study_design_scores_gemma":[0.000491168,0.00005034359,0.001932872,0.001331003,0.00001763697,0.000001174508,0.00003929416,0.00001166498,0.03513302,0.00003541517,0.9607475,0.0002088343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2088118,0.003266336,0.000001512009,0.001144179,0.0006963919,0.004002374,0.6858459,0.0004108269,0.09582064],"genre_scores_gemma":[0.5880927,0.005085316,0.001708264,0.003654493,0.0007755079,0.001019813,0.2713767,0.002140292,0.1261469],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.4144692,"threshold_uncertainty_score":0.6214345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369763844354017,"score_gpt":0.2585318041354683,"score_spread":0.2348341656919282,"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."}}