{"id":"W4390451160","doi":"10.1002/pon.6281","title":"Managing cancer and living meaningfully (CALM): Implementation in Dutch cancer care","year":2023,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Anxiety; Distress; Hospital Anxiety and Depression Scale; Intervention (counseling); Death anxiety; Depression (economics); Cancer; Physical therapy; Psychiatry; Clinical psychology; Internal medicine","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":[0.000245461,0.0001414937,0.0003086744,0.0002601527,0.00007119752,0.00001519748,0.00006785961,0.0001155972,0.000703674],"category_scores_gemma":[0.00001683466,0.0001424458,0.00004594855,0.0005312735,0.00004216973,0.00006794983,0.00006105098,0.0002298028,0.0000190301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006792077,"about_ca_system_score_gemma":0.0002430925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0158512,"about_ca_topic_score_gemma":0.156622,"domain_scores_codex":[0.9987393,0.00006760575,0.0002598451,0.0003730179,0.000171873,0.0003883332],"domain_scores_gemma":[0.9994555,0.0001143038,0.00007768848,0.0001578462,0.00008086293,0.0001138145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001394251,0.00002550726,0.455255,0.0002762094,0.00005691382,0.00008664042,0.08792499,0.00002817873,0.00175347,0.00006732094,0.003789539,0.4505968],"study_design_scores_gemma":[0.004132273,0.0005590264,0.5430196,0.0006644368,0.0002026483,0.000040705,0.2835593,0.0004376158,0.000657815,0.0003509997,0.1659316,0.0004440774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765992,0.004973459,0.0000301915,0.008695483,0.001778675,0.0004219009,0.00002704127,0.0001151803,0.007358898],"genre_scores_gemma":[0.9920253,0.00523216,0.00004785736,0.001393645,0.0004170691,0.0004369738,0.00003087475,0.00003243224,0.0003837307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4501527,"threshold_uncertainty_score":0.9907023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072277963651684,"score_gpt":0.4177974319918348,"score_spread":0.387074652355318,"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."}}