{"id":"W4388939452","doi":"10.54194/viel2883","title":"Canadian public payer best practices for providing timely patient access to cancer therapies.","year":2023,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Best practice; Cancer drugs; Medicine; Cancer; Business; Family medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006319622,0.0002330973,0.0004765568,0.002071137,0.0007106774,0.0004676956,0.0005230923,0.0001554859,0.0004069662],"category_scores_gemma":[0.0009833386,0.0002900145,0.00009565381,0.001103136,0.00003347083,0.0008300549,0.00004355214,0.000172554,0.001223136],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006017403,"about_ca_system_score_gemma":0.01322895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9963322,"about_ca_topic_score_gemma":0.9966391,"domain_scores_codex":[0.9968501,0.00001868684,0.0006733128,0.0005599634,0.00003782938,0.001860125],"domain_scores_gemma":[0.9958614,0.00007763366,0.0006355832,0.0003874176,0.0001081126,0.002929881],"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":[0.00001732305,0.00002064871,0.03835789,0.0001488897,0.00009373718,0.000006826082,0.003853372,0.0001371916,0.000001048084,0.1810154,0.5737349,0.2026128],"study_design_scores_gemma":[0.0002308431,0.0001285037,0.01283247,0.00003116642,0.000002081119,0.000001187366,0.0001477123,0.0001742802,0.00000365516,0.003519705,0.9826013,0.0003270629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08584907,0.004886021,0.0000609624,0.8636668,0.001899343,0.002910699,0.009406973,0.0001029476,0.03121717],"genre_scores_gemma":[0.8835782,0.001570459,0.0001238695,0.1061538,0.001392073,0.0009638937,0.0001090314,0.0001092693,0.005999444],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7977291,"threshold_uncertainty_score":0.9999552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2497753803343747,"score_gpt":0.4052010144735143,"score_spread":0.1554256341391395,"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."}}