{"id":"W4290101039","doi":"10.1097/moo.0000000000000827","title":"Mental health considerations in patients undergoing complex head and neck reconstruction","year":2022,"lang":"en","type":"review","venue":"Current Opinion in Otolaryngology & Head & Neck Surgery","topic":"Cancer survivorship and care","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Health Sciences Centre; Toronto East General Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Disfigurement; Psychosocial; Head and neck cancer; Head and neck; Cancer; Intensive care medicine; Surgery; Internal medicine; Psychiatry","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":[0.0004961648,0.0004894392,0.001203673,0.001186094,0.0003184395,0.0008349241,0.000560803,0.0007170147,0.003125496],"category_scores_gemma":[0.003875708,0.0001293507,0.0008039066,0.001113955,0.0002484313,0.0005222875,0.0006100316,0.0008223013,0.0003137187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003947189,"about_ca_system_score_gemma":0.00153484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002252055,"about_ca_topic_score_gemma":0.005297237,"domain_scores_codex":[0.9996343,0.0001312919,0.00007408218,0.00003500095,0.0000974063,0.00002800394],"domain_scores_gemma":[0.9990798,0.0005999785,0.000185061,0.000009423075,0.00008879713,0.00003683044],"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":[0.0001143009,0.000066153,0.002318834,0.09844407,0.0007373945,0.000328824,0.0002130118,0.0001995408,0.000133937,0.0009133298,0.01679691,0.8797337],"study_design_scores_gemma":[0.0002287015,0.0005640283,0.05232897,0.3771927,0.006214095,0.01286361,0.002109477,0.000456663,0.0004230695,0.003446315,0.5440338,0.0001383982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003705387,0.9987677,0.00003120366,0.0002840862,0.0001070809,0.000008432081,0.00002521158,0.000001959018,0.0004037742],"genre_scores_gemma":[0.00416257,0.9952892,0.00008129047,0.000220824,0.0001091937,0.00001574911,0.00003844305,6.934415e-7,0.00008195578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003125496,"threshold_uncertainty_score":0.01045579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383376700063792,"score_gpt":0.3883374956375649,"score_spread":0.2499998256311857,"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."}}