{"id":"W2329316954","doi":"10.1097/01.prs.0000463280.56226.e0","title":"Abstract 23","year":2015,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Reconstructive surgery; Plastic surgery; General surgery; Surgery","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":[0.0002303045,0.0001659064,0.0004234229,0.0001374176,0.00004192143,0.00002041545,0.00004114145,0.00009829136,0.0007817834],"category_scores_gemma":[0.002789535,0.00012831,0.00021689,0.0001782087,0.0001763049,0.0001034951,0.00002364225,0.000209463,0.0005036207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006592512,"about_ca_system_score_gemma":0.0002718028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001969839,"about_ca_topic_score_gemma":0.000002382984,"domain_scores_codex":[0.9988375,0.00002775817,0.0002890677,0.0002704675,0.000269207,0.0003060461],"domain_scores_gemma":[0.9964845,0.00265841,0.00009498109,0.0001612761,0.0001535074,0.0004473347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001139299,0.0002420902,0.878626,0.0001080018,0.0003296809,0.0009358784,0.000179176,0.00001214395,0.001235927,0.0008012067,0.02066167,0.09572893],"study_design_scores_gemma":[0.001103412,0.0000952081,0.9682416,0.0002985657,0.0001027365,0.001156095,0.0009661269,0.0000618271,0.00229311,0.001720469,0.02356754,0.0003933299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751957,0.000369105,0.00005266937,0.0001725246,0.00191816,0.0001014187,0.00001448453,0.00008972143,0.02208621],"genre_scores_gemma":[0.9986852,0.00002610504,0.0003235712,0.0001286934,0.0005040336,0.000009540409,0.00002253525,0.00001933278,0.0002809459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0953356,"threshold_uncertainty_score":0.855998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04505029063742982,"score_gpt":0.2678289212442243,"score_spread":0.2227786306067945,"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."}}