{"id":"W2077864616","doi":"10.1371/journal.pone.0056676","title":"Lung Volume Recruitment in Multiple Sclerosis","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Centre for Policy Alternatives; Ottawa Hospital","funders":"","keywords":"Vital capacity; Medicine; Lung volumes; Pulmonary function testing; Population; Respiratory system; Lung; Respiratory physiology; Internal medicine; Cardiology; Diffusing capacity; Lung function","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":[0.001031404,0.0002618386,0.0005155455,0.00205593,0.0002802577,0.0004120014,0.0003924034,0.0004335714,0.001841201],"category_scores_gemma":[0.003575786,0.000109282,0.0002348705,0.001230437,0.000499486,0.0004990479,0.0003504678,0.0004199909,0.0003236845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004543581,"about_ca_system_score_gemma":0.000358842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348091,"about_ca_topic_score_gemma":0.001008142,"domain_scores_codex":[0.9995556,0.000128141,0.00006467355,0.00008193063,0.0001216384,0.00004791554],"domain_scores_gemma":[0.9977282,0.0008089226,0.001065117,0.00005767109,0.0002072886,0.0001329009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000300517,0.00007257754,0.9282049,0.0003370719,0.00006445227,0.002905662,0.0003523703,0.0005776362,0.002130806,0.000117203,0.000756188,0.0641806],"study_design_scores_gemma":[0.00001637531,0.0003903849,0.9558473,0.0001890537,0.00004309927,0.03885493,0.0001528337,0.000937442,0.001018939,0.0003295753,0.002207495,0.00001264696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706513,0.02405169,0.001029193,0.0004857655,0.00002292702,0.00005852187,0.0002109531,0.00009815422,0.003391531],"genre_scores_gemma":[0.9973151,0.001767121,0.0003778989,0.00006448311,0.00004353934,0.00001732911,0.0001387941,0.000005794858,0.0002700169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00205593,"threshold_uncertainty_score":0.006159365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3261179496219245,"score_gpt":0.3160395029247067,"score_spread":0.01007844669721775,"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."}}