{"id":"W2330528987","doi":"10.1097/acm.0000000000000314","title":"In Reply to Mamede and Schmidt","year":2014,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deductive reasoning; Inductive reasoning; Epistemology; Reading (process); Psychology; Limiting; Cognitive psychology; Raising (metalworking); Computer science; Cognitive science; Artificial intelligence; Linguistics; Philosophy; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01076839,0.001610468,0.003020691,0.001571402,0.003785348,0.005874215,0.005890426,0.04390308,0.006742664],"category_scores_gemma":[0.09145442,0.001404395,0.001574133,0.001496303,0.006720063,0.01161597,0.00496076,0.09382186,0.006387809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003699392,"about_ca_system_score_gemma":0.005781883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003657173,"about_ca_topic_score_gemma":0.003890036,"domain_scores_codex":[0.9924533,0.002084785,0.0009824187,0.001376671,0.002559768,0.0005431203],"domain_scores_gemma":[0.9659516,0.0197345,0.001756691,0.001410622,0.007944972,0.003201584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002274495,0.00001185384,0.0001074452,0.00007107671,0.000008979819,0.0003067407,0.0001440541,0.00002351,0.00004127665,0.00130945,0.9951977,0.002755223],"study_design_scores_gemma":[0.00007510169,0.00005377717,0.001056049,0.0009644098,0.00004059399,0.002941113,0.001479057,0.0005354037,0.0004964148,0.01324431,0.9788927,0.0002211122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001238512,0.002049578,0.0001388393,0.9476079,0.04971154,0.000009408617,0.00003529721,0.0000365173,0.0002870364],"genre_scores_gemma":[0.001463886,0.001107738,0.0002293793,0.9620531,0.03367386,0.00004334476,0.00001482968,0.00003088943,0.0013829],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04390308,"threshold_uncertainty_score":0.05694932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04544203894842071,"score_gpt":0.3814545262451592,"score_spread":0.3360124872967385,"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."}}