{"id":"W4386305553","doi":"10.1007/s40596-023-01849-8","title":"Uncertainty in the Clinic: the Importance of Adaptive Expertise for Dealing with Complexity","year":2023,"lang":"en","type":"editorial","venue":"Academic Psychiatry","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Sinai Health System","funders":"Ontario HIV Treatment Network","keywords":"Psychology; Medical education; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01683808,0.00387156,0.004684705,0.004928328,0.005202436,0.01322443,0.007288001,0.04027474,0.008406481],"category_scores_gemma":[0.08940075,0.001737966,0.003489821,0.002456741,0.006153686,0.00621557,0.002564995,0.04624062,0.004296594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007245546,"about_ca_system_score_gemma":0.009070573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008641649,"about_ca_topic_score_gemma":0.02431889,"domain_scores_codex":[0.989655,0.003566351,0.001467895,0.001003759,0.003769561,0.0005374165],"domain_scores_gemma":[0.88186,0.084074,0.002845493,0.001709747,0.02223381,0.007277114],"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":[0.00003528224,0.00001210395,0.00003460527,0.0004610728,0.00004478971,0.0001403642,0.00003905019,0.00004124546,0.00001995815,0.0006022591,0.9936656,0.004903657],"study_design_scores_gemma":[0.0002221218,0.00005006899,0.0006426898,0.003384834,0.0003174977,0.0006524755,0.0003039791,0.0007329787,0.0001138336,0.006041385,0.987455,0.00008312127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002895463,0.008871829,0.000172966,0.07468858,0.9153592,0.00001850285,0.00002951406,0.00002862806,0.0008017648],"genre_scores_gemma":[0.0004403174,0.004527609,0.0001368453,0.02360499,0.9697236,0.00002271352,0.000009296085,0.00001693247,0.001517727],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04027474,"threshold_uncertainty_score":0.08904934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07727597283658412,"score_gpt":0.4075323429824317,"score_spread":0.3302563701458476,"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."}}