{"id":"W4224239303","doi":"10.1007/s11060-022-03988-8","title":"Managing cancer and living meaningfully (CALM) in adults with malignant glioma: a proof-of-concept phase IIa trial","year":2022,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Center for Advancing Translational Sciences","keywords":"Proof of concept; Cancer; Glioma; Medicine; Oncology; Internal medicine; Cancer research; Computer science","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":[0.001402822,0.001171017,0.001724476,0.000231867,0.000437908,0.001361419,0.0006556276,0.001662879,0.005733959],"category_scores_gemma":[0.001658592,0.0003559522,0.001952666,0.0003056617,0.0009520561,0.000977193,0.0004874667,0.0047649,0.001006372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007088822,"about_ca_system_score_gemma":0.001452283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008316137,"about_ca_topic_score_gemma":0.002700496,"domain_scores_codex":[0.9996454,0.0001629769,0.00001875927,0.00005470535,0.00003000706,0.00008816421],"domain_scores_gemma":[0.9993274,0.000181114,0.0001257721,0.00003981434,0.00003679181,0.0002890157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.7517327,0.03613785,0.002907036,0.004543818,0.003434554,0.0002107347,0.0003843064,0.00217462,0.008655377,0.0009772226,0.01243422,0.1764075],"study_design_scores_gemma":[0.7431085,0.2432476,0.004617666,0.0002868752,0.00100153,0.0001518099,0.0001216145,0.0005353537,0.0006317797,0.0006045679,0.005661879,0.00003079515],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575785,0.02083758,0.00145993,0.003762716,0.001220114,0.006751562,0.002176447,0.0001740841,0.006039204],"genre_scores_gemma":[0.9657272,0.01356612,0.002989669,0.004331059,0.0006311132,0.006595972,0.002378787,0.00003375867,0.003746364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005733959,"threshold_uncertainty_score":0.01918203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244392621275984,"score_gpt":0.3147216936634203,"score_spread":0.2922777674506605,"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."}}