{"id":"W3199217470","doi":"10.1097/sap.0000000000002727","title":"Balancing Training Opportunities and Patient Outcomes","year":2021,"lang":"en","type":"review","venue":"Annals of Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Head and neck; Referral; Plastic surgery; Surgery; General surgery; Free flap; Free flap reconstruction; Head and neck surgery; Otorhinolaryngology; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008296283,0.000325722,0.0004492491,0.001122068,0.0002255681,0.0008849428,0.0005424788,0.0006887029,0.004984192],"category_scores_gemma":[0.002757658,0.00007341632,0.0003440888,0.0009316425,0.0002159686,0.0006526178,0.0005314365,0.0005809759,0.0007530399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003752477,"about_ca_system_score_gemma":0.0007882501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007662632,"about_ca_topic_score_gemma":0.001378007,"domain_scores_codex":[0.9995721,0.0001304982,0.00005993643,0.00005873233,0.0001145217,0.00006421527],"domain_scores_gemma":[0.9991952,0.00040392,0.0001967619,0.00001014376,0.0001309851,0.00006295693],"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":[0.0001245643,0.0001135367,0.005051899,0.01420436,0.0001658864,0.0002211262,0.0000924235,0.0001997723,0.0002544621,0.0009460538,0.009798313,0.9688275],"study_design_scores_gemma":[0.0001466232,0.001366747,0.1432746,0.1559572,0.001901643,0.01481132,0.002589556,0.0006947021,0.001783728,0.004021743,0.6733564,0.00009575535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003745905,0.9926656,0.0001075279,0.0006878947,0.0002277936,0.000008720559,0.00004832502,0.000004270706,0.002503994],"genre_scores_gemma":[0.04896961,0.9483135,0.0003951317,0.0005541022,0.00046267,0.00003160901,0.0001450663,0.000004237297,0.001123996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004984192,"threshold_uncertainty_score":0.0166738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2714452285361458,"score_gpt":0.3711841426325834,"score_spread":0.09973891409643754,"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."}}