{"id":"W4317475383","doi":"10.1080/15412555.2022.2141622","title":"Cough Assessment and Management in Pulmonary Rehabilitation– A Canadian Survey","year":2023,"lang":"en","type":"article","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; West Park Healthcare Centre; University of Toronto; McMaster University","funders":"National Sanitarium Association","keywords":"Medicine; Pulmonary rehabilitation; Chronic cough; Rehabilitation; Facilitator; Demographics; Physical therapy; Cornerstone; Pulmonary function testing; Intensive care medicine; Asthma; Internal medicine; Psychology","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":[0.00134908,0.0001906992,0.0003569299,0.0008863131,0.0001394302,0.0000346583,0.0001780051,0.00008858231,0.000157863],"category_scores_gemma":[0.0002419439,0.0001709806,0.0001172177,0.0009715381,0.0002346625,0.0002995277,0.00008117302,0.0005775935,0.00002526837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414191,"about_ca_system_score_gemma":0.002821443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004114,"about_ca_topic_score_gemma":0.001564271,"domain_scores_codex":[0.9975753,0.0003993119,0.0005660842,0.0003092143,0.0006754985,0.0004745379],"domain_scores_gemma":[0.9978777,0.0003490335,0.0001535203,0.0002889028,0.0003559491,0.0009748695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001645212,0.0004616357,0.8923038,0.001083642,0.0002695465,0.02961587,0.0001436052,0.001021856,0.00009341889,0.0006377138,0.001940975,0.07078268],"study_design_scores_gemma":[0.001121283,0.0002759837,0.9895278,0.0004038024,0.00008778313,0.0001818421,0.000533795,0.002344073,0.000002449571,0.001462682,0.003906996,0.0001515027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987105,0.005586216,0.00001172279,0.002180056,0.0002915525,0.000711564,0.0000701688,0.00001726461,0.004026436],"genre_scores_gemma":[0.9974216,0.001588295,0.00009740481,0.0001066746,0.0001320423,0.00003817076,0.00004850558,0.00002849487,0.0005388393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09722397,"threshold_uncertainty_score":0.6972386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02261851137193633,"score_gpt":0.3272903386770948,"score_spread":0.3046718273051585,"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."}}