{"id":"W3139297017","doi":"10.1007/s11764-021-01025-7","title":"Experiencing financial toxicity associated with cancer in publicly funded healthcare systems: a systematic review of qualitative studies","year":2021,"lang":"en","type":"review","venue":"Journal of Cancer Survivorship","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"CINAHL; EconLit; Critical appraisal; Health care; Health informatics; Psychological intervention; Medicine; Checklist; Systematic review; MEDLINE; Public health; Finance; Family medicine; Psychology; Nursing; Business; Political science; Alternative medicine; Pathology; Economic growth; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007934577,0.0006913313,0.01251392,0.0008100459,0.00008305915,0.00009509217,0.0007133661,0.0004543204,0.00009376858],"category_scores_gemma":[0.006149192,0.0005719651,0.001001363,0.001554052,0.000162568,0.0006449913,0.00009158296,0.0009794065,0.000003708061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003520221,"about_ca_system_score_gemma":0.002175695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0134414,"about_ca_topic_score_gemma":0.040659,"domain_scores_codex":[0.9909554,0.001121817,0.006412155,0.000584801,0.0002791115,0.0006467182],"domain_scores_gemma":[0.9825175,0.001222239,0.01421944,0.0005063767,0.001317239,0.0002172141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003080066,0.0001100167,0.0009040062,0.9796193,0.001804948,0.00004924791,0.007041105,0.00001981588,1.493612e-8,0.007353971,0.0003940201,0.002672739],"study_design_scores_gemma":[0.0005112609,0.0002293782,0.00006681184,0.9833162,0.0007066798,0.00002064338,0.003411212,0.000003486898,6.461922e-7,0.0002903999,0.01078853,0.0006546822],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001052992,0.9940146,0.00004695751,0.0002933242,0.00201273,0.00142629,0.0009636977,0.00001021202,0.0001792006],"genre_scores_gemma":[0.004249242,0.9941444,0.00002136187,0.0003034403,0.0003488147,0.000605411,0.00001269542,0.00008546191,0.0002291633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02721759,"threshold_uncertainty_score":0.9996732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2680155282061233,"score_gpt":0.4360613394538812,"score_spread":0.1680458112477579,"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."}}