{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001995868,0.0002773582,0.0005939594,0.0002211808,0.00004504768,0.00001696297,0.0001394623,0.0001576018,0.0005469763],"category_scores_gemma":[0.00003379739,0.0001792954,0.0001271418,0.000336022,0.0001554478,0.0001418713,0.00002515734,0.0004913255,0.00001740042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007212445,"about_ca_system_score_gemma":0.0003742665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0288133,"about_ca_topic_score_gemma":0.03205308,"domain_scores_codex":[0.9986683,0.0001624445,0.0003463187,0.0003452064,0.0001808214,0.0002969802],"domain_scores_gemma":[0.999182,0.00006836684,0.00009221028,0.000223633,0.0003383623,0.00009535837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004066494,0.000596621,0.03899154,0.0001830762,0.0009959398,0.0002386832,0.7963517,0.0001689168,0.005539821,0.02515599,0.001375458,0.1263357],"study_design_scores_gemma":[0.0053151,0.003182054,0.00350676,0.004269718,0.0002409151,0.00009307404,0.8805475,0.02336034,0.01263709,0.006854593,0.05874786,0.001244947],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8587009,0.03655304,0.008412002,0.001082546,0.002720175,0.001125917,0.00008609559,0.0001752181,0.09114407],"genre_scores_gemma":[0.9951633,0.001706096,0.0001969873,0.0005791539,0.0001860589,0.0005803131,0.00001072188,0.00003236379,0.001544964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1364624,"threshold_uncertainty_score":0.9856094,"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."}}