{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003501989,0.0001021562,0.0001879761,0.00008325795,0.00009334593,0.00003165174,0.00004630331,0.0001565603,0.0009738145],"category_scores_gemma":[0.05270568,0.00008611321,0.0000454951,0.0001892488,0.0001569015,0.00005988243,0.00002385869,0.000223447,0.00006185034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135769,"about_ca_system_score_gemma":0.0009261201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006281341,"about_ca_topic_score_gemma":0.00004724888,"domain_scores_codex":[0.998775,0.00003505874,0.0003114134,0.0002297362,0.000457244,0.0001915503],"domain_scores_gemma":[0.9960454,0.003315438,0.00007648141,0.0001784597,0.00007147271,0.0003127111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001425045,0.003891847,0.4326785,0.0001255827,0.00008178147,0.00007635673,0.0008083775,0.0000212039,0.0006022755,0.0726754,0.4119028,0.07699337],"study_design_scores_gemma":[0.003892608,0.0003015055,0.9366504,0.002989003,0.0003420386,0.000454082,0.001461572,0.005157536,0.0002133833,0.02772154,0.02038369,0.0004326694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478167,0.0004480231,0.001370214,0.03306724,0.0009177197,0.0002665361,0.000003064744,0.00008804692,0.01602248],"genre_scores_gemma":[0.9940695,0.00009668017,0.0004853739,0.002696744,0.0009485937,0.000003854892,0.0001691596,0.00001318299,0.001516944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5039719,"threshold_uncertainty_score":0.9999394,"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."}}