{"id":"W6912676161","doi":"10.5281/zenodo.8306118","title":"Do-It-Yourself and Commercial Automated Insulin Delivery Systems in Type 1 Diabetes: An Uncertain Area for Canadian Health-care Providers","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insulin delivery; License; MEDLINE; Type 1 diabetes","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":[],"consensus_categories":[],"category_scores_codex":[0.01823474,0.0004212863,0.0007675384,0.001250047,0.007312439,0.008083629,0.002906221,0.00485624,0.05482127],"category_scores_gemma":[0.05325918,0.0004646028,0.001038679,0.003184414,0.004960722,0.006557499,0.003577034,0.005955765,0.005060944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03454001,"about_ca_system_score_gemma":0.1302374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9074309,"about_ca_topic_score_gemma":0.9336382,"domain_scores_codex":[0.989161,0.002628643,0.0006775571,0.0006191696,0.00467933,0.002234428],"domain_scores_gemma":[0.9522566,0.009862328,0.002657305,0.002013584,0.01901285,0.0141973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002882141,0.000303363,0.02256795,0.0007969311,0.00004898259,0.0003378348,0.002264411,0.000171597,0.0002397219,0.01808045,0.5537053,0.4011952],"study_design_scores_gemma":[0.0002173507,0.0003156671,0.06671275,0.007407397,0.0001919912,0.0009135694,0.01651413,0.0007364739,0.0004747981,0.01213609,0.8941263,0.0002534308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008483388,0.03375722,0.0008098017,0.905684,0.003899167,0.000111769,0.001257025,0.0001917618,0.04580586],"genre_scores_gemma":[0.3795508,0.1960194,0.01622586,0.3120391,0.004878816,0.0002431882,0.003662734,0.0006031935,0.086777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09256911,"threshold_uncertainty_score":0.2506065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05034024094883181,"score_gpt":0.2885745430379408,"score_spread":0.238234302089109,"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."}}