{"id":"W77222969","doi":"10.4172/plastic-surgery.1000652","title":"Factors affecting surgical wait times for breast reconstruction","year":2010,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Breast reconstruction; Referral; Breast cancer; Mastectomy; Cancer; Implant; Ductal carcinoma; Surgery; Reconstructive surgery; Internal medicine; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002484855,0.0001666362,0.0003650865,0.0002054286,0.0001312898,0.0000247545,0.00002719261,0.000188327,0.0006382551],"category_scores_gemma":[0.0006072248,0.0001251044,0.0002288697,0.0001274101,0.00009735777,0.0001094056,0.00001055024,0.00027297,0.00002780623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002182406,"about_ca_system_score_gemma":0.0001024736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001307517,"about_ca_topic_score_gemma":0.00001065374,"domain_scores_codex":[0.9990366,0.00002093498,0.0002735076,0.0002401505,0.0001333914,0.0002954199],"domain_scores_gemma":[0.9914909,0.008030624,0.0001094565,0.0001177644,0.00008188748,0.000169364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003503894,0.00006080917,0.6351078,0.0001135033,0.0000919961,0.00001866502,0.00003545775,7.984144e-7,0.00219408,0.0001061708,0.0006493739,0.361271],"study_design_scores_gemma":[0.001028699,0.00004811272,0.8163563,0.0002254013,0.0001674229,0.1758192,0.0002520249,0.0005663697,0.004290622,0.00006906196,0.000842995,0.0003337748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842075,0.00001068705,0.0001208642,0.00004953762,0.01494151,0.000144038,0.000075804,0.0001444425,0.0003056999],"genre_scores_gemma":[0.9981586,0.00000206067,0.0002009187,0.000002296788,0.001408733,0.000008978473,0.00007683757,0.00002386706,0.0001176795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3609372,"threshold_uncertainty_score":0.6988446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02478448582709163,"score_gpt":0.249001751983704,"score_spread":0.2242172661566124,"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."}}