{"id":"W4412678116","doi":"10.1016/j.clinimag.2025.110567","title":"Outcomes following pre-operative MRI-guided bracketing in breast cancer patients","year":2025,"lang":"en","type":"article","venue":"Clinical Imaging","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; Women's College Hospital","funders":"","keywords":"Medicine; Bracketing (phenomenology); Breast cancer; Radiology; Breast MRI; Cancer; Mammography; Medical physics; General surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002756135,0.0001869527,0.0003154578,0.00004779128,0.0001037167,0.00003041057,0.0001570525,0.00006939178,0.00001058948],"category_scores_gemma":[0.000307359,0.0001621,0.0001959856,0.0001307708,0.00009253266,0.00001088024,0.0002713716,0.000144283,0.000004768538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006046937,"about_ca_system_score_gemma":0.00009349534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002325816,"about_ca_topic_score_gemma":0.0001302444,"domain_scores_codex":[0.9984999,0.0001277781,0.0004984078,0.0004953949,0.00009535669,0.0002831733],"domain_scores_gemma":[0.9994249,0.0001168284,0.00008846365,0.0002303703,0.00009148511,0.00004800108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004336466,0.0001810707,0.9861139,0.000008570511,0.0001758817,0.000003837355,0.00005804187,0.00001949729,0.0002421286,0.000008770738,0.002009011,0.01113591],"study_design_scores_gemma":[0.002099179,0.00001074536,0.9961342,0.0001236447,0.00004967557,4.914507e-7,0.00007630494,0.00006378262,0.0005183377,0.00003971826,0.0007278606,0.0001560353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927474,0.0005950887,0.0001390221,0.004346787,0.00077857,0.0002106548,0.00003056371,0.00002009705,0.001131875],"genre_scores_gemma":[0.9961362,0.0001076966,0.0003120219,0.002951072,0.00009431839,0.000072191,0.000035428,0.00001690884,0.0002741067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01097988,"threshold_uncertainty_score":0.6610245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01576481925871914,"score_gpt":0.4022007614956251,"score_spread":0.386435942236906,"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."}}