{"id":"W4394844254","doi":"10.1111/medu.15380","title":"The influence of viewing time on visual diagnostic accuracy: Less is more","year":2024,"lang":"en","type":"article","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"Royal College of Physicians and Surgeons of Canada; McMaster University","keywords":"Psychology; Optometry; Computer science; Audiology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.008917581,0.0003396829,0.0004367497,0.0007718899,0.0003634605,0.002500521,0.0006938725,0.0008484344,0.005498137],"category_scores_gemma":[0.1102416,0.0002387768,0.0007383828,0.0007374219,0.001064516,0.0017614,0.0007559771,0.0009236232,0.000312702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006175001,"about_ca_system_score_gemma":0.0004177618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492182,"about_ca_topic_score_gemma":0.001771218,"domain_scores_codex":[0.9922282,0.00405871,0.0006836762,0.001134752,0.001634327,0.0002603266],"domain_scores_gemma":[0.6911107,0.2640151,0.03026557,0.005630093,0.006413796,0.0025648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008008807,0.0007552513,0.8714347,0.001250035,0.001484537,0.0003476068,0.005690415,0.001290284,0.008695957,0.0008199016,0.001759317,0.09846305],"study_design_scores_gemma":[0.0001100162,0.001941801,0.9874999,0.0002948858,0.0004809521,0.0006935631,0.001879998,0.001866033,0.001962699,0.001318127,0.001895728,0.00005626657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886163,0.002793978,0.001883116,0.000970968,0.00007981464,0.0000380849,0.000155744,0.00004948946,0.005412623],"genre_scores_gemma":[0.9972384,0.0004447063,0.001551001,0.0002373724,0.00007540539,0.00002184221,0.00007439595,0.00003895428,0.0003179348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008917581,"threshold_uncertainty_score":0.04716128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01644225987006724,"score_gpt":0.4051131056416072,"score_spread":0.38867084577154,"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."}}