{"id":"W3092608612","doi":"10.1002/cam4.3480","title":"Population‐level evidence of survival benefits of patient‐reported outcome symptom monitoring software systems in routine cancer care","year":2020,"lang":"en","type":"letter","venue":"Cancer Medicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychological intervention; Quality of life (healthcare); Population; Cancer; Disease; Family medicine; Intensive care medicine; Nursing; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002433162,0.0007002163,0.00304717,0.0005203264,0.00004854552,0.000009327969,0.0003742928,0.0006809794,0.0001889916],"category_scores_gemma":[0.0007732112,0.0005992631,0.0002767709,0.001126443,0.000190294,0.0001216213,0.0001332544,0.001621593,0.000001363919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302855,"about_ca_system_score_gemma":0.000678594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.120418,"about_ca_topic_score_gemma":0.003063556,"domain_scores_codex":[0.9939317,0.0001692382,0.00237241,0.0009152397,0.002020472,0.0005909959],"domain_scores_gemma":[0.9954414,0.0004286311,0.001634933,0.0009270951,0.001336033,0.0002318647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003258253,0.00001938757,0.9541734,0.01693429,0.0003321214,0.0003056065,0.006020622,0.0005144462,0.0001046441,0.000003154365,0.01382358,0.007442852],"study_design_scores_gemma":[0.005563866,0.001283332,0.8186831,0.1336984,0.00327219,0.00004914526,0.007052528,0.00005095542,0.0008254488,0.000009357772,0.02810562,0.001406051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4983744,0.3344086,0.00004943451,0.1400023,0.02275362,0.002735897,0.001324427,0.0002011174,0.0001502459],"genre_scores_gemma":[0.9673294,0.003665231,0.0000336468,0.01870304,0.008711466,0.0004249014,0.0006135906,0.0001699526,0.0003487513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.468955,"threshold_uncertainty_score":0.9996459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359141802756098,"score_gpt":0.3570191080609059,"score_spread":0.2211049277852962,"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."}}