{"id":"W2612020007","doi":"10.1371/journal.pone.0177211","title":"High end of life health care costs and hospitalization burden in inflammatory bowel disease patients: A population-based study","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Health Care Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Ottawa Hospital; Bruyère; University of Ottawa","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Inflammatory bowel disease; Confidence interval; Health care; Emergency medicine; Retrospective cohort study; Cohort study; Cohort; End-of-life care; Population; Disease; Intensive care medicine; Internal medicine; Palliative care; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003197906,0.0001464606,0.0003922671,0.0001283235,0.0006513392,0.00001628732,0.0001737115,0.0000925748,0.00003698355],"category_scores_gemma":[0.001505855,0.0001507145,0.00001855632,0.00006289355,0.00003702903,0.0001818394,0.000111719,0.0002010311,0.00001783392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006106263,"about_ca_system_score_gemma":0.0006530626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01867093,"about_ca_topic_score_gemma":0.007685663,"domain_scores_codex":[0.9976225,0.0004713727,0.0007366392,0.0002889326,0.0005376824,0.0003428864],"domain_scores_gemma":[0.9976946,0.0001430241,0.0007324826,0.0005888571,0.0004648189,0.0003762349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001663525,0.0009885773,0.9913015,0.002111067,0.00001783594,0.00000191303,0.005041218,0.00001487279,6.846656e-7,0.0001204171,0.00009634766,0.0001391887],"study_design_scores_gemma":[0.002639056,0.0003637712,0.9926772,0.001528193,0.00002817156,1.538588e-9,0.002483926,0.0001179347,0.000001070265,0.00003569528,0.00001120934,0.0001137903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941673,0.0005311818,0.000001256739,0.001407085,0.0001650101,0.003427947,0.0001988196,0.00004800712,0.00005339297],"genre_scores_gemma":[0.9987931,0.00002796864,0.0001325815,0.0004400376,0.0001119348,0.0001976206,0.0002534283,0.0000264023,0.00001696276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01098527,"threshold_uncertainty_score":0.9878638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03307275394815001,"score_gpt":0.3570385314387692,"score_spread":0.3239657774906192,"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."}}