{"id":"W4293282442","doi":"10.1016/s2666-7568(22)00169-6","title":"Integrated Geriatric Assessment and Treatment Effectiveness (INTEGERATE) in older people with cancer starting systemic anticancer treatment in Australia: a multicentre, open-label, randomised controlled trial","year":2022,"lang":"en","type":"article","venue":"The Lancet Healthy Longevity","topic":"Frailty in Older Adults","field":"Medicine","cited_by":211,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; Monash University; Eastern Health","keywords":"Medicine; Open label; Cancer; Randomized controlled trial; Intensive care medicine; Internal medicine; Oncology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.007990145,0.001603323,0.004588174,0.0007819728,0.0008128429,0.001366226,0.00109206,0.002688402,0.0055393],"category_scores_gemma":[0.01453027,0.0007129463,0.003572189,0.0007312674,0.001784598,0.00159781,0.001543585,0.0024641,0.0004091568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880493,"about_ca_system_score_gemma":0.003890988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002886988,"about_ca_topic_score_gemma":0.004232319,"domain_scores_codex":[0.9925472,0.005516662,0.0006167383,0.0005859868,0.0003644617,0.000369037],"domain_scores_gemma":[0.9951203,0.001681265,0.00150456,0.0002716469,0.0004116174,0.001010491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9631556,0.007735464,0.0009707267,0.004301966,0.002146044,0.00004129487,0.0002226325,0.0003420616,0.0005423186,0.0001971021,0.0005366437,0.01980824],"study_design_scores_gemma":[0.9566004,0.03896403,0.001978471,0.0003127521,0.001008049,0.00001716744,0.00003968529,0.0003656815,0.00008511401,0.0001678684,0.000444833,0.00001601314],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427778,0.01229163,0.001960374,0.001648303,0.001036234,0.03605486,0.0007907275,0.0001185805,0.003321394],"genre_scores_gemma":[0.9347998,0.003619139,0.007419739,0.001646002,0.0005226908,0.04972372,0.0003924649,0.00001269147,0.001863915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007990145,"threshold_uncertainty_score":0.04225647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06328126089741115,"score_gpt":0.3923756849195225,"score_spread":0.3290944240221113,"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."}}