{"id":"W4302313112","doi":"","title":"EXPERIENCED PHYSICIANS BENEFIT FROM ANALYZING INITIAL DIAGNOSTIC HYPOTHESES","year":2013,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00794406,0.0007174268,0.000389172,0.0009266908,0.0004175935,0.001404304,0.0006777944,0.0009634377,0.006984964],"category_scores_gemma":[0.07070786,0.00034351,0.0005739286,0.0002786926,0.0006367933,0.001500873,0.00125868,0.0008586895,0.002055292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005352451,"about_ca_system_score_gemma":0.001219298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005296019,"about_ca_topic_score_gemma":0.0009345132,"domain_scores_codex":[0.9960005,0.002039663,0.0004076519,0.0006090773,0.0007190514,0.0002240667],"domain_scores_gemma":[0.9303581,0.05003637,0.008871292,0.003452194,0.005007206,0.002274871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001995866,0.001134008,0.4971256,0.00114942,0.0002595642,0.001825717,0.007165164,0.002447326,0.0149002,0.0008321384,0.006980944,0.4641841],"study_design_scores_gemma":[0.000664711,0.006795452,0.8221087,0.002533742,0.0007065393,0.01851507,0.01524968,0.02869788,0.03934089,0.02958121,0.03545844,0.0003477587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950081,0.002207226,0.03223323,0.00394037,0.0001510974,0.0004324372,0.0003613044,0.0009719219,0.009621473],"genre_scores_gemma":[0.9615342,0.0007319365,0.03597345,0.0007357331,0.0001103299,0.00006791495,0.0002320217,0.00003484359,0.0005795137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00794406,"threshold_uncertainty_score":0.04201269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02726138441050105,"score_gpt":0.3061031712993543,"score_spread":0.2788417868888532,"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."}}