{"id":"W2900691345","doi":"10.1007/s10459-018-9856-8","title":"Clinical practice, deliberate practice, and “big data”","year":2018,"lang":"en","type":"editorial","venue":"Advances in Health Sciences Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Clinical Practice; Medical education; MEDLINE; Big data; Medicine; Data science; Psychology; Computer science; Family medicine; Data mining; Chemistry","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":[0.03421433,0.004121372,0.005029848,0.006529815,0.006645178,0.01787397,0.006868659,0.04077831,0.01153425],"category_scores_gemma":[0.1623505,0.002148911,0.004120713,0.003540316,0.0125971,0.01047538,0.004886762,0.04976668,0.004947301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008878545,"about_ca_system_score_gemma":0.01097158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004699088,"about_ca_topic_score_gemma":0.01445435,"domain_scores_codex":[0.9713355,0.01053415,0.004185246,0.002982865,0.009777323,0.001184925],"domain_scores_gemma":[0.7554353,0.1964103,0.007151847,0.004401769,0.02800319,0.00859751],"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":[0.00002527191,0.000009966028,0.00002719871,0.0003805695,0.00002979623,0.0000561446,0.00004928851,0.00002013934,0.00001161515,0.001279548,0.9948696,0.003240862],"study_design_scores_gemma":[0.0001719163,0.00002384054,0.0003349675,0.003060568,0.0001296985,0.000237352,0.0002340643,0.0003002821,0.00007455326,0.008715719,0.9866565,0.00006048076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001698181,0.007965109,0.0001514649,0.09582666,0.8956064,0.000009749888,0.00002871432,0.0000238172,0.0003710374],"genre_scores_gemma":[0.0002607219,0.003208474,0.0001351929,0.04147639,0.953167,0.0000280746,0.00001052484,0.0000203077,0.00169341],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04077831,"threshold_uncertainty_score":0.1809449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06980051183933747,"score_gpt":0.545383094992556,"score_spread":0.4755825831532186,"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."}}