{"id":"W3177175365","doi":"10.2196/25868","title":"Preferences for Accessing Medical Information in the Digital Age: Health Care Professional Survey.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Becton Dickinson (Canada)","funders":"","keywords":"Descriptive statistics; Family medicine; Medicine; Health care; MEDLINE; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001334795,0.0001166782,0.0001943313,0.0008577654,0.0004400023,0.0007149384,0.0001780647,0.0005395187,0.002879127],"category_scores_gemma":[0.00532601,0.000248434,0.000222795,0.001013456,0.0002198246,0.0009359314,0.0006435126,0.0005685629,0.0006427208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004982905,"about_ca_system_score_gemma":0.0005192962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021263,"about_ca_topic_score_gemma":0.01461984,"domain_scores_codex":[0.9989678,0.0002644635,0.0001430412,0.0001053091,0.0003650978,0.0001542858],"domain_scores_gemma":[0.9959822,0.0008415018,0.001960963,0.00009764981,0.0005230102,0.0005947034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004380334,0.0001608164,0.9873403,0.00006855469,0.00001711855,0.0001013256,0.003056061,0.00002197023,0.0001859666,0.00002085169,0.001520377,0.007462877],"study_design_scores_gemma":[0.00001089701,0.0001737841,0.9919767,0.00004013252,0.00001054539,0.0003637219,0.005873529,0.0001775602,0.00006809697,0.00002071288,0.001277875,0.000006529368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966271,0.0002322913,0.00008736307,0.0004924994,0.000007436051,0.00006043695,0.0009376705,0.000005395375,0.001549667],"genre_scores_gemma":[0.9979771,0.0002953602,0.0002528922,0.0005113353,0.00001272931,0.00003993413,0.0004480383,0.000002089972,0.0004605098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.999285,"threshold_uncertainty_score":0.02030635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283300162284373,"score_gpt":0.4595863463561758,"score_spread":0.3312563301277385,"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."}}