{"id":"W4389340890","doi":"10.1016/j.msard.2023.105356","title":"Exercise ventilatory (in)efficiency in multiple sclerosis: The missing factor?","year":2023,"lang":"en","type":"letter","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Multiple sclerosis; Physical medicine and rehabilitation; Physical therapy; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0009759426,0.001093953,0.001671794,0.001369187,0.0007222305,0.000210206,0.0006533982,0.001734451,0.0001264638],"category_scores_gemma":[0.001381006,0.0008127568,0.0006164758,0.001980355,0.001111709,0.0002228343,0.0005824978,0.005302055,0.0001661531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004237003,"about_ca_system_score_gemma":0.0002247228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002232094,"about_ca_topic_score_gemma":0.001439682,"domain_scores_codex":[0.9929179,0.0003565499,0.00156181,0.001750057,0.001450623,0.001963077],"domain_scores_gemma":[0.9965928,0.001375622,0.0004075246,0.001202145,0.0001435133,0.0002783941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009949036,0.001863873,0.3873965,0.0034201,0.001095371,0.0005011754,0.01242363,0.001003524,0.007785024,0.000003720466,0.360363,0.2231492],"study_design_scores_gemma":[0.010776,0.0001920553,0.9262352,0.01242271,0.0002233207,0.000006874249,0.001712339,0.01285545,0.0001582821,0.00006243226,0.03409308,0.001262281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5134506,0.03913546,0.00001275756,0.4341602,0.00250981,0.008475126,0.0003479775,0.0008444423,0.001063603],"genre_scores_gemma":[0.916804,0.06515028,0.00007914511,0.0149583,0.0003693207,0.0007291877,0.0002953528,0.00038485,0.001229553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5388387,"threshold_uncertainty_score":0.9995615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07526556728994567,"score_gpt":0.273666351151961,"score_spread":0.1984007838620154,"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."}}