{"id":"W2062283436","doi":"10.14740/jcs262w","title":"Immediate Chest Wall Reconstruction After Oncoplastic Surgery","year":2015,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Rib cage; Resection; Sternum; Thoracic wall; Anatomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002538176,0.0002487305,0.001076737,0.0008842872,0.00003349746,0.00003300008,0.00006306353,0.0001367002,0.0001508181],"category_scores_gemma":[0.001384767,0.0001990776,0.001037361,0.0003353631,0.0001621895,0.0005126968,0.0000252752,0.000565456,0.00004321493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002277353,"about_ca_system_score_gemma":0.001235188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003465847,"about_ca_topic_score_gemma":0.000001202129,"domain_scores_codex":[0.997462,0.0001992018,0.001244787,0.0002072348,0.0005381582,0.0003486466],"domain_scores_gemma":[0.9968151,0.0007882126,0.0008531365,0.0002374176,0.0008074443,0.0004987321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001051372,0.0002397338,0.6334484,0.0002064472,0.0002158109,0.0004000874,0.00007984081,0.00000109873,0.000604692,0.000005874504,0.02673752,0.3370092],"study_design_scores_gemma":[0.002712719,0.0004207283,0.5035606,0.008964082,0.001281644,0.0548248,0.0003865692,0.00003876603,0.05085496,0.001896777,0.3736709,0.00138741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828943,0.007401086,0.001141468,0.0002884954,0.007924259,0.0001293595,0.000004969829,0.00004736815,0.0001686957],"genre_scores_gemma":[0.9955347,0.002448247,0.000565045,0.0001035272,0.00124514,0.00001085384,0.00001193705,0.00003563993,0.00004495095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3469334,"threshold_uncertainty_score":0.8118148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05849209630651244,"score_gpt":0.2961907291222614,"score_spread":0.2376986328157489,"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."}}