{"id":"W4211142194","doi":"10.1001/jamaoncol.2021.7643","title":"Effect of a Symptom Monitoring Intervention for Patients Hospitalized With Advanced Cancer","year":2022,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Psychological intervention; Randomized controlled trial; Intervention (counseling); Population; Emergency medicine; Clinical trial; MEDLINE; Physical therapy; Internal medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002048085,0.00008355036,0.0003113463,0.00006178226,0.0000515043,0.000002625752,0.00005872105,0.00004519108,0.0001089755],"category_scores_gemma":[0.00005412788,0.00006783565,0.0001134077,0.0001253573,0.00002510804,0.00003933649,0.00004792191,0.0001220689,4.196167e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004539996,"about_ca_system_score_gemma":0.0000723637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003553224,"about_ca_topic_score_gemma":0.00005863616,"domain_scores_codex":[0.9992593,0.0001129671,0.0001640095,0.0001615482,0.0001595604,0.0001426479],"domain_scores_gemma":[0.9994553,0.0001251939,0.0001439112,0.0001173807,0.0001166711,0.00004158505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01405356,0.0003281961,0.526464,0.0004964221,0.0001355539,0.000007697867,0.001010013,0.00003801239,0.0006932163,0.00001647431,0.0003153968,0.4564414],"study_design_scores_gemma":[0.08857414,0.2018833,0.5262658,0.0007914277,0.001055702,0.00002337361,0.001469686,0.0001731045,0.03278115,0.00004711272,0.1464985,0.0004366567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969073,0.0002656496,0.00005874491,0.0002396921,0.001229242,0.0008584086,0.00004502578,0.00002416677,0.0003717952],"genre_scores_gemma":[0.9975421,0.0000230303,0.00009033817,0.00006829989,0.0001184941,0.001885539,0.00004368622,0.00001817584,0.000210279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4560048,"threshold_uncertainty_score":0.2766258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006983832577466542,"score_gpt":0.3291018409114819,"score_spread":0.3221180083340153,"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."}}