{"id":"W2954790117","doi":"10.1177/014556131709600906","title":"Management decisions for Zenker diverticulum in the elderly","year":2017,"lang":"en","type":"article","venue":"Ear Nose & Throat Journal","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Zenker's diverticulum; Diverticulum (mollusc); Medicine; General surgery; Surgery; Dysphagia","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002037684,0.0001505371,0.0002000377,0.0001121009,0.003892255,0.0002272962,0.0009815092,0.00007714002,0.000599983],"category_scores_gemma":[0.0001925822,0.00009418961,0.0001336301,0.0000637531,0.00005499984,0.0003694276,0.0003472617,0.0006248737,0.0003753837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104261,"about_ca_system_score_gemma":0.0000630315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004761434,"about_ca_topic_score_gemma":0.0002160216,"domain_scores_codex":[0.9980661,0.000244031,0.0004621023,0.0002002468,0.0004316153,0.0005958634],"domain_scores_gemma":[0.998477,0.0003167725,0.0003417966,0.0006670165,0.00009400951,0.0001034008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002416145,0.0006138759,0.0949961,0.0001128371,0.0004497093,0.0005816457,0.008419107,0.00003357079,0.00004467935,0.06721957,0.6607137,0.1665736],"study_design_scores_gemma":[0.00301196,0.0002069506,0.5152779,0.0002901183,0.0001241216,0.00000847929,0.008729684,0.0001156823,0.000002911345,0.0127544,0.4593052,0.000172624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5855726,0.0004484157,0.03851237,0.05733746,0.009654995,0.006202517,0.00002299368,0.00008989777,0.3021587],"genre_scores_gemma":[0.9791769,0.0005843536,0.004147679,0.001626547,0.0006699983,0.0001921025,0.000004625437,0.00002671046,0.01357103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4202818,"threshold_uncertainty_score":0.9974045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09958623730661241,"score_gpt":0.4592786952917935,"score_spread":0.3596924579851811,"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."}}