{"id":"W1985941349","doi":"10.1016/j.ijrobp.2012.07.343","title":"Radiation Therapy for Intubated Patients With Malignant Airway Obstruction: Futile or Facilitating Extubation?","year":2012,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario","funders":"","keywords":"Medicine; Intubation; Airway obstruction; Intensive care unit; Lung cancer; Mechanical ventilation; Proportional hazards model; Clinical endpoint; Airway; Retrospective cohort study; Radiation therapy; Cancer; Surgery; Anesthesia; Internal medicine; Randomized controlled trial","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":[0.0007154888,0.0003120587,0.0004546064,0.000404377,0.0008772965,0.001112223,0.0003568209,0.002242049,0.002984693],"category_scores_gemma":[0.005715169,0.000139766,0.0005155799,0.0002790922,0.0004913232,0.001129096,0.0005892916,0.001303577,0.0006163891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003493986,"about_ca_system_score_gemma":0.00107355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003066775,"about_ca_topic_score_gemma":0.001617138,"domain_scores_codex":[0.9996642,0.0001168087,0.00004934332,0.00002188231,0.00005382296,0.00009388127],"domain_scores_gemma":[0.9982817,0.0008014879,0.0004224378,0.00004358525,0.00009893875,0.000351929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004568975,0.0006634705,0.5006291,0.001626409,0.0002653244,0.09665523,0.002452232,0.001713417,0.01159808,0.003939197,0.01778064,0.358108],"study_design_scores_gemma":[0.0005792207,0.01106096,0.6863205,0.006254694,0.0009926176,0.1891353,0.01255217,0.005135067,0.0119563,0.01115433,0.06464218,0.0002165736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8512768,0.06827526,0.002361182,0.04832385,0.001756411,0.0001078671,0.0001219335,0.0001070683,0.02766967],"genre_scores_gemma":[0.9832982,0.01098771,0.001443107,0.002147623,0.001329072,0.00003112813,0.00006659103,0.0000122048,0.00068461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002984693,"threshold_uncertainty_score":0.009984851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248956774651457,"score_gpt":0.3192386894135781,"score_spread":0.2967491216670636,"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."}}