{"id":"W1770101429","doi":"10.1111/j.1365-2753.2007.00804.x","title":"Baseline radiological staging in primary breast cancer: impact of educational interventions on adherence to published guidelines","year":2007,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiological weapon; Breast cancer; Cohort; Psychological intervention; Guideline; Stage (stratigraphy); Cancer; Disease; Retrospective cohort study; Surgery; Internal medicine; Nursing; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01416778,0.0001127272,0.0003121534,0.0001929042,0.00002218258,0.00001447902,0.000149426,0.000101941,0.0002496938],"category_scores_gemma":[0.03582313,0.0000862826,0.0002635558,0.0002840144,0.00004591158,0.00004759576,0.0000580199,0.0002817942,0.000002509766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003276255,"about_ca_system_score_gemma":0.0008303982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002300405,"about_ca_topic_score_gemma":0.0002357614,"domain_scores_codex":[0.9966514,0.0006388079,0.00189657,0.000224198,0.0004370201,0.0001520101],"domain_scores_gemma":[0.9945205,0.002062668,0.001102365,0.0001711273,0.002046201,0.00009707233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007395584,0.003164862,0.864888,0.00002714439,0.0003751793,0.000009565169,0.0001037134,0.01294014,0.001542303,0.00005716568,0.01401727,0.09547906],"study_design_scores_gemma":[0.002037558,0.001065046,0.9956214,0.0003057841,0.00008858348,0.00006086052,0.0001405898,0.0001025351,0.00005900779,0.0001751145,0.0002595368,0.00008401314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787776,0.001140448,0.0009415561,0.0177534,0.0005504129,0.0002589373,0.00004682158,0.00000120974,0.0005296207],"genre_scores_gemma":[0.9919025,0.0004575895,0.00593537,0.0009207134,0.000712036,0.00001454874,0.00003062826,0.000007315785,0.00001934051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1307334,"threshold_uncertainty_score":0.9722986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1525193320492777,"score_gpt":0.5613706131426538,"score_spread":0.4088512810933761,"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."}}