{"id":"W4247995136","doi":"10.1016/j.cps.2006.11.017","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Clinics in Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Breast reconstruction; Reconstructive Surgeon; Reconstructive surgery; Perforator flaps; Surgery; Plastic surgery; Thoracodorsal artery; General surgery; Mastectomy; Free flap; Breast cancer","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":[0.002519898,0.0001285156,0.0004450298,0.0003623319,0.00002556566,0.000007071417,0.00004580469,0.0001714683,0.0001230103],"category_scores_gemma":[0.004635196,0.0001200297,0.0002410486,0.0003196515,0.0001219278,0.00006126262,0.00002742822,0.0003254485,0.00005774523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006085393,"about_ca_system_score_gemma":0.0001559127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004560683,"about_ca_topic_score_gemma":0.000007743165,"domain_scores_codex":[0.9985827,0.00004105438,0.0006269745,0.0002687324,0.0001524183,0.0003281834],"domain_scores_gemma":[0.9903491,0.009094022,0.00009849718,0.0002740355,0.00006928638,0.0001151127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002361821,0.0001494642,0.9109336,0.00005382391,0.00003965187,0.000382279,0.00002504006,8.470832e-7,0.0007298305,0.0001961335,0.001528754,0.08572438],"study_design_scores_gemma":[0.0005152795,0.00006082946,0.9465834,0.0005040785,0.0000501284,0.0003999738,0.0001210351,0.00004266496,0.01641657,0.0006869728,0.03433956,0.000279547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893752,0.0003205078,0.004209638,0.00002202768,0.002009737,0.0001416138,0.00000228811,0.0001185874,0.003800454],"genre_scores_gemma":[0.9979582,0.0002400453,0.001234443,0.0001718698,0.0001536891,0.000006735339,0.00001354385,0.00002144023,0.0001999825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08544482,"threshold_uncertainty_score":0.5549098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343498580767488,"score_gpt":0.3262487632851311,"score_spread":0.2928137774774562,"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."}}