{"id":"W2323681551","doi":"10.4187/respcare.01903","title":"Pulmonary Function Standards: A Work in Progress","year":2012,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Work (physics); Lung function; Intensive care medicine; Function (biology); Pulmonary function testing; Engineering ethics; Internal medicine; Lung; Mechanical engineering","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":[0.03917655,0.001449282,0.002634752,0.002548042,0.0073628,0.009052668,0.00608664,0.05359649,0.0108095],"category_scores_gemma":[0.08437231,0.001099989,0.001875844,0.002721921,0.006524319,0.01368197,0.007088064,0.05149366,0.01057448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007321448,"about_ca_system_score_gemma":0.03007299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006826367,"about_ca_topic_score_gemma":0.01074112,"domain_scores_codex":[0.9575688,0.009866795,0.007213082,0.002824161,0.02016541,0.002361827],"domain_scores_gemma":[0.8844944,0.04334207,0.007197351,0.003990705,0.04562523,0.0153502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001730242,0.00009955859,0.0003853779,0.0002309885,0.0000060849,0.0001851568,0.0001632411,0.00007998462,0.0001667741,0.007013426,0.9265302,0.06512185],"study_design_scores_gemma":[0.00002122681,0.00007198579,0.000746469,0.001245583,0.00001195474,0.000396996,0.0004681296,0.0002683426,0.0001169706,0.01105034,0.9855474,0.00005448541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0000935193,0.004502402,0.0006329269,0.9653553,0.02725046,0.00001747027,0.0000538542,0.00005683761,0.002037289],"genre_scores_gemma":[0.003135969,0.009201298,0.006077058,0.8937717,0.08166587,0.0001108976,0.0004342711,0.0001328794,0.005470025],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05359649,"threshold_uncertainty_score":0.2071879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412646369183655,"score_gpt":0.3078635618646291,"score_spread":0.2837370981727925,"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."}}