{"id":"W2000009565","doi":"10.1097/00001888-200002000-00018","title":"Cognitive Difficulty in Physicians","year":2000,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Remedial education; Neuropsychology; Neuropsychological testing; Intervention (counseling); Cognition; Neuropsychological assessment; Medicine; MEDLINE; Clinical psychology; Psychology; Psychiatry; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008409054,0.0003004911,0.0002076885,0.001338259,0.000976069,0.0007760833,0.0003430175,0.0004861937,0.003612301],"category_scores_gemma":[0.01600589,0.0001318822,0.0001502548,0.0006649145,0.0008500172,0.0004869066,0.001061737,0.0006014004,0.0004715851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008935993,"about_ca_system_score_gemma":0.0009178349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336201,"about_ca_topic_score_gemma":0.005040839,"domain_scores_codex":[0.9991973,0.0001501481,0.00006945411,0.00009733003,0.0002766879,0.0002091095],"domain_scores_gemma":[0.9945889,0.00132259,0.002543431,0.0001607925,0.0004938848,0.0008903599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009737192,0.0002377854,0.9504025,0.0001001744,0.00002495132,0.003574386,0.004523804,0.0002074943,0.0005137902,0.0002198409,0.002921896,0.03717592],"study_design_scores_gemma":[0.00001439663,0.0002196568,0.9791812,0.00006150566,0.00001509338,0.01318907,0.002699604,0.0003018412,0.000433068,0.0004298495,0.003442017,0.00001264485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946571,0.0007485932,0.00008878567,0.0006600181,0.00002414413,0.00001461059,0.0000453367,0.00001340784,0.003747928],"genre_scores_gemma":[0.999091,0.0001514576,0.00007662619,0.0002230578,0.00002150157,0.000005078124,0.00004300767,0.00000161838,0.0003865727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006336201,"threshold_uncertainty_score":0.01259863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549975497919857,"score_gpt":0.374066403631921,"score_spread":0.3485666486527224,"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."}}