{"id":"W4414066502","doi":"10.1002/hed.70040","title":"Flap Complications Following Maxillectomy, Reconstructive Surgery, and Postoperative Proton Radiotherapy: A Cohort Study and Considerations for Risk Mitigation","year":2025,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Complication; Cohort study; Risk assessment; Selection (genetic algorithm); Cohort; Retrospective cohort study; Risk management","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":[0.001500234,0.0002534718,0.0003003018,0.0008900037,0.0006664104,0.0008528466,0.0004016439,0.0003024,0.001603317],"category_scores_gemma":[0.003148822,0.000250829,0.0008103221,0.0009717969,0.0002579528,0.000738877,0.000746673,0.0004826176,0.0002209381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003819613,"about_ca_system_score_gemma":0.0007623971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386322,"about_ca_topic_score_gemma":0.004442159,"domain_scores_codex":[0.999303,0.0001371846,0.0001281339,0.0001411861,0.000148309,0.0001421225],"domain_scores_gemma":[0.9976337,0.0004153293,0.001300793,0.0002320696,0.0001724486,0.0002456298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005471681,0.00001743575,0.998755,0.00000542714,0.0000224688,0.0001512471,0.00004470488,0.00001437394,0.00004482907,0.00001353521,0.00004390397,0.0008323402],"study_design_scores_gemma":[0.000008142305,0.0002331137,0.9958145,0.00002153985,0.00005074808,0.002635312,0.0006021003,0.0001513412,0.00008338674,0.00004698957,0.0003442304,0.000008445319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999119,0.0002356493,0.00015338,0.00003033776,0.000005600912,0.00002114151,0.0002093916,0.000001765034,0.00022373],"genre_scores_gemma":[0.999222,0.0001728174,0.0001667925,0.00002659756,0.00001039335,0.00002194417,0.000304108,0.000002378026,0.00007303516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002386322,"threshold_uncertainty_score":0.007934093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02554616711791076,"score_gpt":0.3380653221766793,"score_spread":0.3125191550587685,"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."}}