{"id":"W4251763810","doi":"10.23866/brnrev:2016-0032","title":"Exercise Testing in Chronic Respiratory Diseases: Basics and Clinical Implications","year":2016,"lang":"en","type":"article","venue":"Barcelona Respiratory Network","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Respiratory system; Intensive care medicine; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0009983967,0.0003805152,0.0006784455,0.0002376265,0.0002560519,0.00004065648,0.000314783,0.0002597662,0.0002146294],"category_scores_gemma":[0.0009241464,0.0003029215,0.0001955737,0.0009487873,0.0008168042,0.0002428554,0.0003973543,0.0005318114,0.000144759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130154,"about_ca_system_score_gemma":0.002263237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001425347,"about_ca_topic_score_gemma":0.00005826302,"domain_scores_codex":[0.9959266,0.0004127311,0.0010105,0.00109531,0.0005117957,0.001043109],"domain_scores_gemma":[0.9961116,0.001216386,0.0001985824,0.001184428,0.0002774491,0.001011502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002658333,0.000176971,0.7106741,0.0001840068,0.00003729055,0.000157909,0.000008141781,0.00003014159,0.0004943727,0.0007659494,0.003183558,0.2840217],"study_design_scores_gemma":[0.003466908,0.0002928651,0.9157928,0.001160656,0.0001192052,0.0000109664,0.00001172459,0.0002432251,0.00001646775,0.00111804,0.07742766,0.0003395335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9444968,0.04570555,0.0003740717,0.001929686,0.0003946165,0.003204355,0.0001600269,0.0004032232,0.00333168],"genre_scores_gemma":[0.9920979,0.0008127575,0.000964977,0.001875926,0.003150179,0.0004510331,0.00001787907,0.0001678917,0.0004614801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2836822,"threshold_uncertainty_score":0.9999423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05913493796545428,"score_gpt":0.3519258151949088,"score_spread":0.2927908772294546,"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."}}