{"id":"W2038485424","doi":"10.1186/1748-717x-4-7","title":"The script concordance test in radiation oncology: validation study of a new tool to assess clinical reasoning","year":2009,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Hôpital Notre-Dame; Université de Montréal","funders":"Université de Montréal","keywords":"Concordance; Medicine; Radiation oncology; Cronbach's alpha; Test (biology); Medical physics; Radiation therapy; Reliability (semiconductor); Internal medicine; Oncology; Clinical psychology; Psychometrics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002959216,0.0001518298,0.0006772288,0.0001497842,0.00009654908,0.00002383316,0.0001617673,0.0002898907,0.00003184201],"category_scores_gemma":[0.1239928,0.0001234581,0.00009427665,0.0005807453,0.00005962992,0.00009271828,0.00002862765,0.0004291067,0.00004406776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005776981,"about_ca_system_score_gemma":0.001321359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002208464,"about_ca_topic_score_gemma":0.0002289122,"domain_scores_codex":[0.997067,0.0005538576,0.001357715,0.0004039956,0.0003145363,0.0003028683],"domain_scores_gemma":[0.9760771,0.02245214,0.0005990595,0.0004063336,0.0002044785,0.0002608702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005137172,0.002071761,0.3821359,0.000002124187,0.00002380075,0.00002670467,0.0007467945,0.000253265,0.0001066608,0.0003630531,0.008939806,0.6048164],"study_design_scores_gemma":[0.008116179,0.01258757,0.9413019,0.0001547102,0.0001068101,0.00001813166,0.0005408894,0.001332876,0.0001276859,0.0002112985,0.03538026,0.0001217203],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849381,0.0002582723,0.0004655043,0.009937108,0.0008506231,0.001363574,0.000003369614,0.00004934957,0.002134044],"genre_scores_gemma":[0.994011,0.0004528469,0.001712873,0.002708392,0.0006443965,0.00005552361,0.000033885,0.00001317464,0.0003678458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6046947,"threshold_uncertainty_score":0.8833861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07729824185787898,"score_gpt":0.4654903088375124,"score_spread":0.3881920669796334,"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."}}