{"id":"W4392652020","doi":"10.1503/cmaj.230677","title":"Tackling financial toxicity related to cancer care in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"BC Cancer Agency; Michael Smith Health Research BC","keywords":"Toxicity; Business; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002516863,0.0002917328,0.0004381934,0.002445929,0.003712374,0.003689716,0.001417556,0.0007089677,0.009741632],"category_scores_gemma":[0.01878786,0.0001811469,0.0006270542,0.005541788,0.001073904,0.0008821994,0.002256745,0.002829913,0.0003946661],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08459163,"about_ca_system_score_gemma":0.2203859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9846863,"about_ca_topic_score_gemma":0.9933008,"domain_scores_codex":[0.9964857,0.0003928349,0.0001970086,0.0001396668,0.001990883,0.0007938673],"domain_scores_gemma":[0.9836316,0.001016545,0.001806444,0.0001172995,0.009429593,0.003998592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000181768,0.0001504186,0.1946391,0.002022142,0.0003164058,0.0007443344,0.001551153,0.004230827,0.0002098708,0.01767218,0.4510006,0.3272812],"study_design_scores_gemma":[0.0001979558,0.000272684,0.4808548,0.008570418,0.0005175279,0.00128689,0.008575282,0.006830998,0.0004333318,0.01420765,0.4780432,0.0002091483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1234778,0.1035231,0.003729004,0.594116,0.002947923,0.0007418793,0.0208944,0.0002387609,0.1503311],"genre_scores_gemma":[0.8293961,0.09127409,0.005944488,0.04432998,0.001978357,0.0002466418,0.008463385,0.0001320739,0.01823497],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9154084,"threshold_uncertainty_score":0.6137581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007061001985237229,"score_gpt":0.2137723744734496,"score_spread":0.2067113724882124,"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."}}