{"id":"W2059908296","doi":"10.1177/1534735411400316","title":"Systems Modeling in Integrative Oncology","year":2011,"lang":"en","type":"article","venue":"Integrative Cancer Therapies","topic":"Cancer survivorship and care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre","funders":"","keywords":"Multidisciplinary approach; Psychological intervention; Medicine; Quality of life (healthcare); Oncology; Cancer; Medical physics; Intensive care medicine; Process management; Internal medicine; Nursing; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00430532,0.001488326,0.001234295,0.002352799,0.000912196,0.003350699,0.001936263,0.001844882,0.004609603],"category_scores_gemma":[0.007658025,0.0006738488,0.001814401,0.002644135,0.002269567,0.002408315,0.002415264,0.003015326,0.0006885451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003082698,"about_ca_system_score_gemma":0.004084346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207425,"about_ca_topic_score_gemma":0.00837949,"domain_scores_codex":[0.9970803,0.001887041,0.0001691661,0.0002641716,0.000501729,0.00009767435],"domain_scores_gemma":[0.9936675,0.005060208,0.0003402116,0.0003625802,0.0004297974,0.0001397276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007988539,0.00003751503,0.0009285499,0.0002358327,0.0001161567,0.0001140472,0.0002907503,0.2764208,0.0001956491,0.6949973,0.004125023,0.02253029],"study_design_scores_gemma":[0.00001885373,0.00003009698,0.0003041961,0.0001534383,0.00003558637,0.00005847866,0.0001676688,0.4748004,0.0001746722,0.4923689,0.03186125,0.00002651909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002943034,0.003116193,0.97081,0.003679348,0.0002929605,0.0001595039,0.0003753855,0.0004318957,0.01819165],"genre_scores_gemma":[0.2707232,0.01194566,0.7022675,0.001160327,0.001287035,0.001729744,0.001206646,0.0003583376,0.009321596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01207425,"threshold_uncertainty_score":0.02400798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012297691610441,"score_gpt":0.3467006809885207,"score_spread":0.2454709118274767,"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."}}