{"id":"W2029865094","doi":"10.1111/j.1365-2929.2006.02556.x","title":"Speed kills? Speed, accuracy, encapsulations and causal understanding","year":2006,"lang":"en","type":"article","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; The Wilson Centre","funders":"","keywords":"Psychology; Cognitive psychology; Task (project management); Social psychology","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":[0.004117724,0.0003984865,0.0004419344,0.0008233881,0.0002277384,0.00214102,0.0004755453,0.0008881988,0.003105819],"category_scores_gemma":[0.05273205,0.0003031245,0.0003427422,0.0003324974,0.001285542,0.003342113,0.001491964,0.001051999,0.0004822215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004135952,"about_ca_system_score_gemma":0.0003329501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099054,"about_ca_topic_score_gemma":0.0006037637,"domain_scores_codex":[0.9978133,0.0007365666,0.0002000297,0.0004602961,0.0005808999,0.0002087812],"domain_scores_gemma":[0.9521718,0.03014818,0.01056613,0.003850329,0.001782584,0.001480944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004046645,0.001453706,0.6588269,0.0006556431,0.0004712929,0.0003864237,0.01133449,0.005334475,0.02462015,0.003732645,0.001205535,0.2879321],"study_design_scores_gemma":[0.0001879758,0.004014042,0.949459,0.000318114,0.0002929952,0.0009232389,0.004167464,0.01239418,0.009289323,0.01560302,0.003222835,0.0001279004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964641,0.0003555084,0.001239248,0.0002188157,0.00001372995,0.00001927093,0.00002389485,0.00001660235,0.001648658],"genre_scores_gemma":[0.9980325,0.000179518,0.001242452,0.00004232719,0.0000185941,0.00001355232,0.00003706646,0.000008737108,0.0004252356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004117724,"threshold_uncertainty_score":0.02177685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03656018391478601,"score_gpt":0.3737851834536361,"score_spread":0.3372249995388502,"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."}}