{"id":"W7084070425","doi":"10.6084/m9.figshare.c.8058552.v1","title":"Coenrollment of critically ill patients in PROSPECT: characteristics and association with treatment efficacy and safety","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Joseph Brant Hospital; University of Manitoba; Western University; Hôpital Maisonneuve-Rosemont; McMaster University; Queen's University; University of Ottawa; Université Laval; University of Toronto","funders":"","keywords":"Adverse effect; Randomized controlled trial; Logistic regression; Pneumonia; Critically ill; Clinical trial; Proportional hazards model; Clinical endpoint","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002129622,0.0001266781,0.0002366333,0.00007847398,0.00001440877,0.00003607047,0.0001075769,0.0001055504,0.00126424],"category_scores_gemma":[0.0003900911,0.0001052164,0.00001128964,0.00006452754,0.000003023281,0.00003223628,0.0001027746,0.00006210001,0.000007005337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000137701,"about_ca_system_score_gemma":0.00006471534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002960172,"about_ca_topic_score_gemma":0.00003340755,"domain_scores_codex":[0.9992785,0.00002071431,0.0001591695,0.0002653542,0.0001582806,0.000117959],"domain_scores_gemma":[0.9994045,0.00007489687,0.0001355636,0.0001842113,0.0001676591,0.00003310925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002612512,0.002725371,0.162623,0.005708246,0.0007391778,0.0001150243,0.003329436,0.00002760405,0.000006446511,0.004114801,0.4467164,0.3736332],"study_design_scores_gemma":[0.008130366,0.00133372,0.6338084,0.02095519,0.00006542166,0.000001711034,0.00001291314,0.007083538,0.00006037458,0.00009807488,0.3275068,0.000943454],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.00321017,0.00206242,0.004025031,0.002374962,0.0006379446,0.01032852,0.5372936,0.0007210922,0.4393463],"genre_scores_gemma":[0.1840517,0.001224124,0.07358742,0.004529307,0.0008933955,0.001749224,0.1315677,0.0009181502,0.601479],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4711854,"threshold_uncertainty_score":0.9996487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0114581590065608,"score_gpt":0.2313351273621888,"score_spread":0.219876968355628,"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."}}