{"id":"W3169521234","doi":"10.1177/22925503211019602","title":"Canadian Trends in Free Flap Management for Microsurgical Lower Limb Reconstruction","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Surgery; Perioperative; Microsurgery","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":[0.0003912787,0.0001674228,0.0004433492,0.0008467789,0.00005742567,0.00002625504,0.0000497144,0.0001564944,0.0008654806],"category_scores_gemma":[0.0007907317,0.0001758602,0.0003792325,0.0005099857,0.00007166829,0.00008958016,0.00002712976,0.0001595613,0.00001461848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002503547,"about_ca_system_score_gemma":0.0002767613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254121,"about_ca_topic_score_gemma":0.008227229,"domain_scores_codex":[0.9986059,0.00005469143,0.0003819424,0.0003920987,0.0001166954,0.0004486648],"domain_scores_gemma":[0.9978662,0.001415643,0.00005223963,0.0003423971,0.0001069293,0.0002166083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007132252,0.0003059546,0.1303722,0.0003477719,0.0005224271,0.004072761,0.00002971499,0.000004442282,0.002882021,0.00101355,0.07692465,0.7828113],"study_design_scores_gemma":[0.003563193,0.000194633,0.2624609,0.001975025,0.0005984965,0.009556402,0.0003821639,0.0001559249,0.04399799,0.002001628,0.6738933,0.001220355],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796411,0.001325737,0.001398704,0.0009392128,0.009464875,0.0002373684,0.0001019396,0.0001183028,0.006772699],"genre_scores_gemma":[0.9858642,0.0006468963,0.007661288,0.0003018823,0.0004454502,0.0002082442,0.0004016374,0.0000701355,0.00440023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.781591,"threshold_uncertainty_score":0.9476405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569038886789896,"score_gpt":0.2423319278231263,"score_spread":0.2266415389552273,"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."}}