{"id":"W6922044147","doi":"10.11575/prism/36738","title":"To Titrate or Not to Titrate: Factors influencing inpatient insulin management by residents and medical students","year":2019,"lang":"en","type":"other","venue":"Open MIND","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Calgary","keywords":"Psychological intervention; Glycemic; Concordance; Intervention (counseling); Insulin; Diabetes mellitus","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001691518,0.0002387329,0.0003009879,0.0001768815,0.0001147116,0.002040998,0.001021805,0.0001105829,0.06275038],"category_scores_gemma":[0.000009190871,0.0001686862,0.00002273301,0.00005309198,0.00003356397,0.000497305,0.00112341,0.0001120427,0.004136188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002954624,"about_ca_system_score_gemma":0.00005561806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001883955,"about_ca_topic_score_gemma":0.003093713,"domain_scores_codex":[0.9983298,0.00002401676,0.0003750848,0.0002947242,0.0007591476,0.0002172798],"domain_scores_gemma":[0.9993073,0.00001833947,0.0001638688,0.0002598545,0.00003005142,0.0002206296],"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":[0.000128702,0.00006563254,0.0003599252,0.0001649635,0.0001881755,0.000008733326,0.04202425,9.307312e-7,0.000001186892,0.0006649845,0.9446886,0.01170386],"study_design_scores_gemma":[0.0004394132,0.0001370191,0.0005723272,0.00046962,0.00002103649,1.972964e-7,0.007727943,0.00000205935,0.00004132018,0.000002976387,0.9903239,0.0002621748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.132483,0.00003981731,0.00000171135,0.0002982568,0.0005526587,0.001404505,0.000486472,0.000008893169,0.8647247],"genre_scores_gemma":[0.007244678,0.0001042689,0.0001656865,0.004510954,0.0001549017,0.00003098668,0.0001578652,0.0001002805,0.9875304],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1252383,"threshold_uncertainty_score":0.998995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0406783288516338,"score_gpt":0.3009796248548971,"score_spread":0.2603012960032633,"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."}}