{"id":"W4417159167","doi":"10.1097/gox.0000000000007311","title":"Validation of a Machine Learning Model for Predicting Postmastectomy Radiotherapy Recommendation Following Immediate Breast Reconstruction","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Breast reconstruction; Radiation therapy; Mastectomy; Clinical Practice; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01134533,0.001052858,0.0009010887,0.002329384,0.0004773847,0.001672248,0.00104955,0.001094085,0.002038566],"category_scores_gemma":[0.02274349,0.0003007929,0.001120746,0.000736623,0.0004204397,0.0007681045,0.0008380689,0.001252531,0.0005623992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088909,"about_ca_system_score_gemma":0.001602366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007427111,"about_ca_topic_score_gemma":0.00361204,"domain_scores_codex":[0.9975716,0.001303673,0.0002485221,0.0004082391,0.0002552913,0.0002125684],"domain_scores_gemma":[0.9732782,0.02202289,0.00175056,0.0005658085,0.001922977,0.0004594902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001039088,0.0008858552,0.7317199,0.00009639524,0.0004616151,0.0002070298,0.000141436,0.212189,0.000376783,0.0004456531,0.002318858,0.05011854],"study_design_scores_gemma":[0.00004195562,0.0003682744,0.03334283,0.00004721887,0.0001160634,0.0001010607,0.00006241997,0.9647056,0.0003318238,0.000541071,0.0003227202,0.00001902565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954663,0.0004847563,0.03946152,0.001388017,0.0001248548,0.0002545518,0.00158421,0.0003513486,0.001687719],"genre_scores_gemma":[0.9922443,0.00007167528,0.006150839,0.00009558102,0.00004696524,0.000100061,0.0009680944,0.00001022593,0.0003122147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01134533,"threshold_uncertainty_score":0.06000054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01965027908971608,"score_gpt":0.2859249058027227,"score_spread":0.2662746267130067,"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."}}