{"id":"W1991557914","doi":"10.2310/7010.2007.0036","title":"Montreal's Experience with Cyranose Heat and Moisture Exchanger Use in 15 Laryngectomized Patients","year":2007,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame","funders":"","keywords":"Medicine; Voice prosthesis; Nose; Laryngectomy; Prosthesis; Breathing; Surgery; Physical therapy; Larynx; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000515832,0.0001306775,0.0003891088,0.0001847086,0.00004604121,0.000008942176,0.000105602,0.0001002753,0.00003804014],"category_scores_gemma":[0.0001513219,0.00007057343,0.00004454226,0.0001754165,0.0001541067,0.0001971404,0.00002906415,0.000378008,0.000002544746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003324564,"about_ca_system_score_gemma":0.00003789642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005933064,"about_ca_topic_score_gemma":0.002661013,"domain_scores_codex":[0.9989772,0.0001070555,0.0003342269,0.0001009358,0.0002196802,0.0002608778],"domain_scores_gemma":[0.9992108,0.0002255647,0.0001299849,0.000175324,0.0001381736,0.0001201792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007704593,0.0002778969,0.9811196,0.00002007895,0.00006387092,0.0005608468,0.005847572,0.000004235299,0.002883014,0.000005494411,0.0003090735,0.001203725],"study_design_scores_gemma":[0.008439343,0.001070036,0.9869441,0.0000821314,0.00008752367,0.00101465,0.0009049492,0.00001393532,0.0005881549,0.00002479044,0.0007509087,0.00007951535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975068,0.0008993551,0.0001471485,0.0007843287,0.00007341539,0.0002765569,8.444393e-7,0.000006276635,0.0003052887],"genre_scores_gemma":[0.9976895,0.0003786768,0.0002467077,0.001505416,0.00005628082,0.000002137878,0.000001872414,0.00001403978,0.0001053327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005824463,"threshold_uncertainty_score":0.2877901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169903392964479,"score_gpt":0.2556363939143556,"score_spread":0.2439373599847108,"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."}}