{"id":"W3173779844","doi":"10.1002/lary.29706","title":"Association of Plate Contouring With Hardware Complications Following Mandibular Reconstruction","year":2021,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Princess Margaret Hospital Foundation; University Health Network","keywords":"Medicine; Contouring; Odds ratio; Confidence interval; Surgery; Wound dehiscence; Retrospective cohort study; Breast reconstruction; Cohort; Logistic regression; Breast cancer; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003212957,0.00008860906,0.0002626537,0.00004415559,0.0001220407,0.00001551536,0.00004893242,0.00006225518,0.00007763941],"category_scores_gemma":[0.00007732495,0.00006284164,0.0001436395,0.0001958041,0.0000449132,0.0001024302,0.00002428131,0.0001566557,0.000007562159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007481443,"about_ca_system_score_gemma":0.00008638642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002776443,"about_ca_topic_score_gemma":0.00002398069,"domain_scores_codex":[0.9992597,0.00008595869,0.0002021163,0.0001595464,0.0001570795,0.0001355675],"domain_scores_gemma":[0.999264,0.00008164569,0.0001479427,0.0002803401,0.000192958,0.00003308633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001789347,0.0001502661,0.5382023,0.0001976937,0.002464307,0.0001006286,0.0004761702,0.0000126524,0.4271948,0.001153783,0.001295788,0.02857267],"study_design_scores_gemma":[0.001492585,0.00009961508,0.1430503,0.0009198615,0.0006762632,0.0009872055,0.0004429742,0.00004752567,0.839186,0.0006379713,0.01226547,0.0001942714],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860133,0.0005262391,0.003515464,0.00123268,0.0001172473,0.0002820482,0.000009273137,0.0000794302,0.008224332],"genre_scores_gemma":[0.9907546,0.0001512308,0.007339833,0.0001943126,0.0000528956,0.00002766671,0.0000446197,0.00001869389,0.001416115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4119912,"threshold_uncertainty_score":0.2562608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055809882500707,"score_gpt":0.2427152030339566,"score_spread":0.2321571042089495,"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."}}