{"id":"W3158260224","doi":"10.9778/cmajo.20200186","title":"Patterns of cost-related medication underuse among Canadian adults with cancer: a cross-sectional study using survey data","year":2021,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cross-sectional study; Medicine; Environmental health; Gerontology; Demography; Family medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009574755,0.0001327986,0.000398094,0.0001246842,0.0001485099,0.0002248065,0.0007752194,0.0001065031,0.001382833],"category_scores_gemma":[0.0001783188,0.0001519207,0.00002614015,0.0002403644,0.0000632025,0.0008948652,0.0002677669,0.0001479525,0.00003014777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004090088,"about_ca_system_score_gemma":0.0008912956,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9427567,"about_ca_topic_score_gemma":0.9642054,"domain_scores_codex":[0.9984139,0.00003423061,0.0006601862,0.0005738881,0.00004692471,0.0002708255],"domain_scores_gemma":[0.9983602,0.00004729756,0.0004907575,0.000758143,0.0001495602,0.000194067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004748597,0.00007977318,0.998005,0.00001177244,0.0001267397,0.00000732644,0.0004166124,0.0003014006,4.083611e-7,0.0004627591,0.0001290733,0.0004116301],"study_design_scores_gemma":[0.001528207,0.00004649208,0.9950507,0.00004561793,0.000009587545,0.000003101871,0.0002023391,0.001888777,0.00000883951,0.0001575254,0.000860549,0.0001982085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990447,0.0003744137,0.0002198365,0.00006791267,0.0004724479,0.0006880508,0.005175579,0.00000689194,0.002547877],"genre_scores_gemma":[0.9983474,0.0001315769,0.00005988392,0.0001151522,0.00005315365,0.00003596184,0.0007052677,0.00002735068,0.0005242295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0214487,"threshold_uncertainty_score":0.99953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1380848757053713,"score_gpt":0.3358009054639428,"score_spread":0.1977160297585715,"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."}}