{"id":"W4313236596","doi":"10.1111/medu.15014","title":"Identifying validity evidence for uncertainty tolerance scales: A systematic review","year":2022,"lang":"en","type":"review","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University; Australian Government; University of Victoria","keywords":"Scale (ratio); Psychology; Construct validity; Ambiguity; External validity; Incremental validity; Clinical psychology; Test validity; Criterion validity; Psychometrics; Predictive validity; Internal validity; Population; Applied psychology; Social psychology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004917528,0.0003863012,0.003727404,0.0001181045,0.0001550904,0.00003690225,0.0004774231,0.0003332452,0.001713903],"category_scores_gemma":[0.6206818,0.0002780312,0.001168459,0.0005699786,0.0001027075,0.00005847629,0.0001029478,0.0008206873,0.0001275071],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006255686,"about_ca_system_score_gemma":0.007687699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004468434,"about_ca_topic_score_gemma":0.000005646107,"domain_scores_codex":[0.9948903,0.0007303621,0.001917137,0.0007111276,0.001407208,0.0003439006],"domain_scores_gemma":[0.9003486,0.09410702,0.001991719,0.002046633,0.0004562612,0.001049735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004946308,0.0002710996,0.000002307429,0.691641,0.00005388256,0.000005430968,0.00002020211,3.010762e-8,1.488858e-9,0.00003125547,0.03046296,0.2775069],"study_design_scores_gemma":[0.0001205149,0.00007726284,0.000001729713,0.6303961,0.004773989,0.0001532903,0.00001917504,0.00001888019,9.470284e-9,0.00003642405,0.3642463,0.0001563324],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001662353,0.9890569,0.0003134098,0.0017832,0.002238778,0.006403415,0.00001888887,0.00008051766,0.0001032574],"genre_scores_gemma":[0.000003568624,0.9809936,0.0003155563,0.007552368,0.0008176072,0.008524269,0.0007681558,0.00005335495,0.000971497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6157642,"threshold_uncertainty_score":0.9999672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.253194578719911,"score_gpt":0.5262285176071129,"score_spread":0.2730339388872018,"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."}}