{"id":"W4280528193","doi":"10.21203/rs.3.rs-1627674/v1","title":"Associations between Symptoms with Healthcare Utilization and Death in Advanced Cancer Patients","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medicaid; Cancer; Palliative care; Internal medicine; Health care; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005053161,0.0001745886,0.0002351955,0.000647783,0.0002275709,0.0005164482,0.0002345212,0.0002867961,0.002213626],"category_scores_gemma":[0.003052376,0.0001323942,0.0003199665,0.0008604168,0.0001840322,0.0003085121,0.0004696191,0.0005700981,0.0001156776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003033596,"about_ca_system_score_gemma":0.0002748307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00329346,"about_ca_topic_score_gemma":0.004515274,"domain_scores_codex":[0.9996136,0.0001183108,0.00005202466,0.0000582167,0.00009471174,0.00006306792],"domain_scores_gemma":[0.997647,0.0004106353,0.001234224,0.00005106963,0.0002315125,0.0004254528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003251051,0.00001872381,0.9989707,0.00001140298,0.00003472648,0.00001292036,0.00001499168,0.00002369213,0.00002935257,0.000004578829,0.0000893431,0.0007571009],"study_design_scores_gemma":[0.000004143601,0.00003550666,0.9996685,0.000005200571,0.00001216473,0.00005288681,0.0000406142,0.00009898042,0.00001479695,0.000008666771,0.00005745361,0.00000108282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984949,0.0004540114,0.00003009468,0.000124421,0.000005282711,0.000006959148,0.0004817194,0.000002707251,0.0003999244],"genre_scores_gemma":[0.9995214,0.00007691007,0.00002741586,0.00002376096,0.000008011118,0.000004102784,0.0002882504,5.043408e-7,0.0000496545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00329346,"threshold_uncertainty_score":0.007405341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3184480517506468,"score_gpt":0.555943333848325,"score_spread":0.2374952820976781,"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."}}