{"id":"W325106233","doi":"10.1177/229255030801600311","title":"Practice Profiles in Breast Reduction: A Survey Among Canadian Plastic Surgeons","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Breast reduction; Plastic surgery; Wound dehiscence; Surgery; Complication; Breast surgery; Dehiscence; Case selection; Reduction (mathematics); General surgery; Breast cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001322208,0.0002056667,0.0002207638,0.001937963,0.001895013,0.0008233978,0.0007390952,0.0004411945,0.00244726],"category_scores_gemma":[0.004567588,0.0002931441,0.0003857595,0.004746026,0.0005444618,0.0004937685,0.0006455661,0.0004475487,0.0002855966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01318262,"about_ca_system_score_gemma":0.02038174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9376231,"about_ca_topic_score_gemma":0.9485197,"domain_scores_codex":[0.9980524,0.0001227665,0.0001508288,0.0001319589,0.001139391,0.0004026337],"domain_scores_gemma":[0.9950452,0.0004569696,0.001351522,0.00005567969,0.002052113,0.001038573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003946431,0.00004333964,0.9848046,0.000135334,0.00001890172,0.0001115617,0.002317686,0.00009539883,0.0002421834,0.00004397649,0.002007904,0.01013972],"study_design_scores_gemma":[0.000003851327,0.00005440462,0.9920418,0.00006202487,0.000009741307,0.0001846835,0.005327056,0.0002204627,0.00007007315,0.000009656949,0.002001596,0.00001473517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920664,0.0006510349,0.0001449762,0.001126875,0.00001403459,0.00008334737,0.0028261,0.0000153529,0.003071758],"genre_scores_gemma":[0.9963084,0.001210033,0.0004331961,0.0003809414,0.000009625358,0.0000420278,0.00094005,0.000005067382,0.000670652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06237692,"threshold_uncertainty_score":0.1254885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894640736650052,"score_gpt":0.228328164317936,"score_spread":0.1993817569514355,"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."}}