{"id":"W4399760306","doi":"10.1111/medu.15466","title":"Personal career decisions during medical training are not complicated, they are complex","year":2024,"lang":"en","type":"review","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Subconscious; Business decision mapping; Computer science; Inference; Happiness; Fallacy; Psychology; Management science; Decision support system; Social psychology; Artificial intelligence; Medicine; Economics","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":[0.01027151,0.0003981423,0.0003410864,0.0006677051,0.0018124,0.004210853,0.0007456203,0.001383081,0.006103899],"category_scores_gemma":[0.06802075,0.0002621653,0.0005679232,0.0006195561,0.002959034,0.002877817,0.0024347,0.002523932,0.001123742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818681,"about_ca_system_score_gemma":0.003107399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002206451,"about_ca_topic_score_gemma":0.004066844,"domain_scores_codex":[0.9922394,0.004194339,0.0004876403,0.0007328317,0.001610785,0.0007349713],"domain_scores_gemma":[0.9589214,0.02208677,0.01056351,0.002047914,0.002491849,0.003888577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001081808,0.0008575412,0.5438498,0.001186868,0.0003435856,0.00114686,0.0200363,0.009346094,0.003231774,0.04295537,0.01640055,0.3595635],"study_design_scores_gemma":[0.0001470287,0.00155006,0.6618173,0.002475329,0.0002248719,0.00273769,0.03526344,0.01518914,0.004086117,0.1965802,0.07958078,0.0003480816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9196301,0.003346666,0.01788171,0.0192215,0.0004140131,0.0002002708,0.0004308572,0.00008998648,0.03878494],"genre_scores_gemma":[0.9921853,0.0009097161,0.004111132,0.001158945,0.00006701767,0.00004859962,0.0001363417,0.00001276626,0.001370177],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01027151,"threshold_uncertainty_score":0.05432153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2206517386332525,"score_gpt":0.472095182967846,"score_spread":0.2514434443345934,"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."}}