{"id":"W2065667673","doi":"10.1097/00001888-200604000-00017","title":"Giving Learners the Best of Both Worlds: Do Clinical Teachers Need to Guard Against Teaching Pattern Recognition to Novices?","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Guard (computer science); Medical education; Mathematics education; Psychology; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005094106,0.0002846145,0.0008402621,0.000241313,0.0001131525,0.00001048707,0.0003459862,0.0003648053,0.0001662066],"category_scores_gemma":[0.07938016,0.0001832451,0.0001606034,0.0004644828,0.0002717757,0.00005718951,0.0001222178,0.002219843,0.000230977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009105948,"about_ca_system_score_gemma":0.0001066185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00163799,"about_ca_topic_score_gemma":0.00006884248,"domain_scores_codex":[0.9962252,0.0003268048,0.001599265,0.0005800654,0.0007580113,0.0005106726],"domain_scores_gemma":[0.9847331,0.01365887,0.000409235,0.0005352812,0.000117972,0.0005455404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001847427,0.0001245459,0.4021601,0.00004395793,0.00008403869,0.00003183287,0.004281066,0.0000651174,0.00128404,0.00003070173,0.07554323,0.5161666],"study_design_scores_gemma":[0.02288849,0.008701949,0.6140837,0.08274152,0.002808458,0.0002076154,0.06393292,0.001120283,0.0006906249,0.001441457,0.1994027,0.001980314],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9404625,0.0004501509,0.001605829,0.04705662,0.0006106576,0.0007183035,0.000008971376,0.0000875621,0.00899935],"genre_scores_gemma":[0.9694513,0.0002918202,0.0005468377,0.02423812,0.003272834,0.00003524479,0.00006717496,0.00004926047,0.002047381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5141863,"threshold_uncertainty_score":0.9644238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05732929057871691,"score_gpt":0.395317213593867,"score_spread":0.3379879230151501,"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."}}