{"id":"W4360620777","doi":"10.33137/utmj.v100i1.39410","title":"Health literacy awareness among Canadian surgeons","year":2023,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Health literacy; Medicine; Literacy; Health care; Family medicine; Medical education; Nursing; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0044985,0.00009432871,0.0003196206,0.0001473928,0.002043611,0.00001178165,0.0004425018,0.0002214188,0.01987907],"category_scores_gemma":[0.0005735017,0.00008965367,0.00009533022,0.0001783136,0.0001183466,0.001327987,0.0001008908,0.0008087003,0.0002282655],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244571,"about_ca_system_score_gemma":0.008364056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7976323,"about_ca_topic_score_gemma":0.8148452,"domain_scores_codex":[0.9969678,0.0007611819,0.0008349964,0.0001290032,0.0006072834,0.0006997595],"domain_scores_gemma":[0.9962155,0.0003588349,0.0005388504,0.0002048167,0.0004366495,0.002245357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004310134,0.00002860664,0.6546054,0.0002806729,0.00002249212,0.0000630188,0.02287609,0.000002659462,1.79332e-7,0.0003610881,0.172653,0.1490637],"study_design_scores_gemma":[0.0004992434,0.00002715562,0.6165545,0.0003776863,0.000003160945,0.000005518889,0.005120755,0.001839611,7.570184e-8,0.0000454395,0.375463,0.00006386611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9025512,0.0004128323,0.004586299,0.02848439,0.004047305,0.0006562263,0.0002023338,0.0002188712,0.05884054],"genre_scores_gemma":[0.9891939,0.001779993,0.0004999367,0.00425523,0.0002762033,5.157302e-7,0.00009256443,0.00001069082,0.003890963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.20281,"threshold_uncertainty_score":0.9992556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205866590737282,"score_gpt":0.3976323051040479,"score_spread":0.3655736391966751,"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."}}