{"id":"W2527931228","doi":"10.4172/plastic-surgery.1000800","title":"Case 1: Exposed tissue expander / Case 2: Groin flap","year":2013,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Bone fractures and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Tissue expander; Groin; Medicine; Surgery; Tissue expansion; Mastectomy; Internal medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007859764,0.0002030042,0.000374888,0.0001311856,0.0000960902,0.00003394347,0.00002009627,0.0001007902,0.003100437],"category_scores_gemma":[0.0008699437,0.0001532985,0.0001071136,0.0001240825,0.00004026402,0.0001098048,0.00002375068,0.0001323065,0.001070968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004733249,"about_ca_system_score_gemma":0.00008729115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157062,"about_ca_topic_score_gemma":0.00008353155,"domain_scores_codex":[0.9989079,0.00002895707,0.0002813958,0.0002678676,0.0001690352,0.0003448678],"domain_scores_gemma":[0.995693,0.003575529,0.00006894518,0.0002895792,0.00006486144,0.0003080347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001509751,0.0008026643,0.1021042,0.0001449128,0.0003700133,0.7613809,0.0003078195,0.000008262203,0.001642432,0.00001978159,0.1050908,0.0279772],"study_design_scores_gemma":[0.003083944,0.0002998717,0.07191402,0.0002880472,0.0005845172,0.9104084,0.0007080808,0.0006309948,0.006011356,0.0001039131,0.005327906,0.0006389003],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968511,0.0002861105,0.0001509277,0.0002282583,0.00182401,0.0002293639,0.00001120434,0.00009374947,0.0003252516],"genre_scores_gemma":[0.9984488,0.00001039995,0.0002059543,0.0001753278,0.0002727714,0.00007087305,0.00003752051,0.00003604073,0.0007422607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1490276,"threshold_uncertainty_score":0.9997068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03572976445751925,"score_gpt":0.2635404466593154,"score_spread":0.2278106822017962,"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."}}