{"id":"W6921066120","doi":"10.6084/m9.figshare.24098283.v1","title":"Additional file 4 of Intra-tidal PaO2 oscillations associated with mechanical ventilation: a pilot study to identify discrete morphologies in a porcine model","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Akaike information criterion; Monte Carlo method; Cluster analysis; Bayesian information criterion; Set (abstract data type); Information Criteria","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001017468,0.0008509994,0.0007882084,0.0008147063,0.000452555,0.0009562411,0.001732386,0.001444421,0.7340116],"category_scores_gemma":[0.009459039,0.0003963688,0.0008431327,0.0008076744,0.0001920842,0.0008025159,0.0005379941,0.0007813043,0.09536545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004689349,"about_ca_system_score_gemma":0.000883005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006325033,"about_ca_topic_score_gemma":0.008993313,"domain_scores_codex":[0.9997851,0.00005115292,0.000026841,0.00005569584,0.00005541456,0.00002578169],"domain_scores_gemma":[0.9936444,0.005128898,0.0002420105,0.0002860927,0.0005759616,0.0001227463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001068884,0.0003216503,0.009040547,0.003918519,0.0001699303,0.0003980514,0.0001366214,0.02093746,0.001084994,0.001848262,0.924374,0.03670115],"study_design_scores_gemma":[0.006272077,0.001280971,0.04921245,0.00384028,0.0005085315,0.001964292,0.0005751178,0.1588864,0.004397915,0.0241299,0.7484934,0.0004385914],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002256777,0.00007693173,0.00721462,0.0002415201,0.00008465864,0.0002155446,0.98553,0.002311368,0.002068569],"genre_scores_gemma":[0.08223588,0.0003642044,0.03930639,0.000757754,0.0002217603,0.003471071,0.8461824,0.004729369,0.0227312],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7340116,"threshold_uncertainty_score":0.3794001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09996693582493033,"score_gpt":0.3344990771723269,"score_spread":0.2345321413473966,"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."}}