{"id":"W4366352218","doi":"10.23736/s2724-5276.21.06319-9","title":"Noninvasive versus conventional mechanical ventilation in bronchiolitis","year":2023,"lang":"en","type":"article","venue":"Minerva Pediatrics","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bronchiolitis; Mechanical ventilation; Medicine; Intensive care medicine; Ventilation (architecture); Engineering; Internal medicine; Respiratory system; Mechanical engineering","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":[0.00184389,0.0002869435,0.0007736135,0.0002605362,0.0001778998,0.0008028268,0.0004215793,0.0006548536,0.002426506],"category_scores_gemma":[0.003428014,0.0001101894,0.000641601,0.000210147,0.0005319691,0.0007430933,0.0004062649,0.0008734704,0.0002332148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003786403,"about_ca_system_score_gemma":0.0003792871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004112824,"about_ca_topic_score_gemma":0.001220267,"domain_scores_codex":[0.9989321,0.0005860364,0.0001015198,0.0001058073,0.0001535432,0.0001209838],"domain_scores_gemma":[0.9978209,0.0015299,0.0002081516,0.00008498554,0.00008060371,0.0002754785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3468978,0.005665639,0.208391,0.002704446,0.001840444,0.0006799294,0.0006371789,0.0008958616,0.01047362,0.001387913,0.001973823,0.4184523],"study_design_scores_gemma":[0.02001305,0.1224268,0.8254187,0.00219734,0.003425123,0.002003028,0.002246187,0.003784585,0.004812519,0.001854456,0.0117233,0.00009483835],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641762,0.03126747,0.0003252357,0.0006835816,0.0005097461,0.00004582582,0.0001312454,0.000008133446,0.00285238],"genre_scores_gemma":[0.9945582,0.003838768,0.0002918689,0.0002266717,0.000465904,0.00003347614,0.00010029,0.000002930082,0.0004818642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002426506,"threshold_uncertainty_score":0.009751499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07906636913300116,"score_gpt":0.3738964525216805,"score_spread":0.2948300833886793,"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."}}