{"id":"W2341603000","doi":"10.4081/monaldi.2008.399","title":"Short burst oxygen therapy in patients with COPD","year":2016,"lang":"en","type":"review","venue":"Monaldi Archives for Chest Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal University Hospital","funders":"","keywords":"Oxygen therapy; COPD; Oxygen; Medicine; Intensive care medicine; Internal medicine; Chemistry","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":[0.0001348844,0.0009453702,0.001994329,0.0006416078,0.0001350167,0.00004288904,0.0005897405,0.0001574819,0.0001855489],"category_scores_gemma":[0.0001275136,0.0006086827,0.001077281,0.0003671756,0.0006387425,0.0001474433,0.0002020179,0.0005098996,0.00007342858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004704307,"about_ca_system_score_gemma":0.001876837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006132985,"about_ca_topic_score_gemma":0.000002349829,"domain_scores_codex":[0.9957298,0.0001996794,0.0007604653,0.001337781,0.0008892608,0.001082985],"domain_scores_gemma":[0.9965181,0.0005202895,0.0001972409,0.001218871,0.0001139982,0.001431506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003639393,0.001501241,0.03293702,0.02521243,0.000579746,0.000230375,0.00003510327,4.982786e-7,3.138105e-7,0.000100733,0.000316307,0.9354469],"study_design_scores_gemma":[0.003592456,0.000288132,0.3821662,0.01348029,0.0005661899,0.000003862899,0.000006483858,0.00001267716,2.591628e-7,0.0003221352,0.5989677,0.0005937074],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003544567,0.9825916,0.00004757047,0.0002154654,0.0001000313,0.00824799,0.004376452,0.00008395016,0.0007923411],"genre_scores_gemma":[0.002546815,0.9870884,0.0002275262,0.00009714212,0.0004518928,0.00281468,0.00470794,0.0003396845,0.001725868],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9348531,"threshold_uncertainty_score":0.9996365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03087186386057549,"score_gpt":0.3172754511107929,"score_spread":0.2864035872502174,"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."}}