{"id":"W1977512392","doi":"10.1002/ppul.23024","title":"Noninvasive mechanical ventilation and mechanical in‐exsufflator: A definitive solid combination? Some key methodology considerations","year":2014,"lang":"en","type":"letter","venue":"Pediatric Pulmonology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Mechanical ventilator; General hospital; Library science; Mechanical ventilation; Humanities; Pediatrics; Internal medicine; Art; Computer science","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":[0.001054841,0.0005835712,0.001716403,0.001229103,0.0001540907,0.00004005787,0.0001645445,0.00295589,0.0003275062],"category_scores_gemma":[0.002152757,0.0005871488,0.0002480314,0.0002868847,0.0001522963,0.0001622113,0.000188497,0.002751502,0.0001776201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001908937,"about_ca_system_score_gemma":0.0006024776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003299779,"about_ca_topic_score_gemma":0.00002959227,"domain_scores_codex":[0.9952818,0.001154808,0.001195681,0.001130062,0.0004040937,0.0008335524],"domain_scores_gemma":[0.9955226,0.002780356,0.0006245234,0.0005532049,0.0003049274,0.0002144406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000939853,0.001302815,0.009351162,0.001935336,0.001071156,0.02594429,0.00107691,0.000006579086,0.005464319,0.2899033,0.6602793,0.002724903],"study_design_scores_gemma":[0.01371378,0.006759851,0.00485129,0.0001688248,0.004879163,0.012868,0.0002549507,0.001080209,0.007043144,0.6475208,0.2979684,0.002891605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1456994,0.0026982,0.02363196,0.8113642,0.006703609,0.006817473,0.0001963313,0.0006655876,0.002223227],"genre_scores_gemma":[0.3385403,0.001355321,0.01477223,0.6340108,0.008292489,0.0008753221,0.00140449,0.0002390546,0.0005100217],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.362311,"threshold_uncertainty_score":0.999658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0731821338620891,"score_gpt":0.3223701043986439,"score_spread":0.2491879705365548,"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."}}