{"id":"W4388775064","doi":"10.3332/ecancer.2023.1631","title":"Assessing the utilization of cancer medicines in Rwanda: an analysis of treatment patterns","year":2023,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"World Health Organization","keywords":"Medicine; Cancer; Breast cancer; Cancer registry; Oxaliplatin; Colorectal cancer; Internal medicine; Carboplatin; Regimen; Family medicine; Chemotherapy; Cisplatin","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":[0.0008860341,0.0001818495,0.0002279783,0.001748233,0.0002960844,0.0004710459,0.0003016513,0.0002083554,0.001222659],"category_scores_gemma":[0.002973053,0.0001728586,0.0004401405,0.002283145,0.0002536645,0.0003922092,0.0004807383,0.0002637071,0.0002359448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005285338,"about_ca_system_score_gemma":0.0005593693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007752485,"about_ca_topic_score_gemma":0.008912765,"domain_scores_codex":[0.9993431,0.0002642472,0.0001156959,0.00007138304,0.00009001642,0.0001154952],"domain_scores_gemma":[0.9978295,0.0005647322,0.001252926,0.0000708834,0.0001881595,0.0000937694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005375718,0.0000236807,0.995382,0.00004829883,0.00002670203,0.00006010376,0.0004654713,0.00004114354,0.0002583785,0.00001655758,0.0001141325,0.003509653],"study_design_scores_gemma":[0.000002142427,0.00008104663,0.9977098,0.00004104769,0.00001944919,0.0002613419,0.001261962,0.0001430572,0.0001229797,0.000008799009,0.0003448339,0.000003663163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998736,0.0002720656,0.00006695992,0.00004820326,0.000003050488,0.00002338702,0.000548779,0.000002352837,0.0002991632],"genre_scores_gemma":[0.9991347,0.0002455892,0.0001710581,0.00001037214,0.000003557653,0.00002813001,0.000314965,0.000001428186,0.00009020662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007752485,"threshold_uncertainty_score":0.01541471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09054343920062252,"score_gpt":0.3697156614608806,"score_spread":0.2791722222602581,"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."}}