{"id":"W4324129985","doi":"10.1007/s00421-023-05166-8","title":"Distinguishing science from pseudoscience in commercial respiratory interventions: an evidence-based guide for health and exercise professionals","year":2023,"lang":"en","type":"review","venue":"European Journal of Applied Physiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Mitacs; Tobacco-Related Disease Research Program","keywords":"Psychological intervention; Medicine; Pseudoscience; Intensive care medicine; Evidence-based medicine; Sports medicine; Alternative medicine; Physical therapy; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006397516,0.0003282296,0.001800292,0.0008573662,0.0002962339,0.00006360903,0.0009250426,0.00006666796,0.00001922625],"category_scores_gemma":[0.002050726,0.0002542069,0.0003747733,0.0008423796,0.000953217,0.0002423822,0.0004079641,0.0009163654,0.00001283221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005579048,"about_ca_system_score_gemma":0.005135858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001259083,"about_ca_topic_score_gemma":0.000004369051,"domain_scores_codex":[0.9954267,0.0009496639,0.001739181,0.0007392817,0.0005841079,0.0005610419],"domain_scores_gemma":[0.9960573,0.0009979432,0.001462851,0.000485093,0.000374488,0.00062232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001192031,0.0003979155,0.00002495367,0.02490251,0.0000453278,0.0001525833,0.0003220456,0.000007820949,0.0003057067,0.0001402377,0.000851247,0.9716576],"study_design_scores_gemma":[0.006337184,0.003111899,0.09181101,0.6347851,0.0009085212,0.00007616504,0.001539322,0.0003166571,0.00003007318,0.001128445,0.2587531,0.001202551],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01294693,0.9841082,0.00008490655,0.0002083272,0.0004441105,0.001987635,0.00008741018,0.00002647548,0.0001060703],"genre_scores_gemma":[0.004822894,0.9877828,0.004670692,0.0009506162,0.001289185,0.0001361749,0.0001134502,0.000171317,0.00006291777],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9704551,"threshold_uncertainty_score":0.999991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2255391043232004,"score_gpt":0.4783005904140338,"score_spread":0.2527614860908334,"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."}}