{"id":"W3158468203","doi":"10.3390/jpm11050382","title":"The Equitable Implementation of Cystic Fibrosis Personalized Medicines in Canada","year":2021,"lang":"en","type":"review","venue":"Journal of Personalized Medicine","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto; Cystic Fibrosis Canada; McGill University; Hospital for Sick Children; McGill Genome Centre","funders":"Ontario Genomics; Ontario Genomics Institute; Genome Canada","keywords":"Authorization; Personalized medicine; Prior authorization; Medicine; Health care; Business; Shadow (psychology); Bioinformatics; Nursing; Computer science; Computer security; Economic growth; Psychology; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02794139,0.0004018172,0.00620309,0.0006075794,0.0001501267,0.00002614323,0.0006054521,0.0001682101,0.002155476],"category_scores_gemma":[0.00745182,0.0003017288,0.000515028,0.0006516509,0.0002368352,0.0001980612,0.00006247467,0.0005713864,0.00001435191],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003605185,"about_ca_system_score_gemma":0.008626893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.336604,"about_ca_topic_score_gemma":0.2382458,"domain_scores_codex":[0.9860204,0.001144482,0.01133218,0.0003742957,0.0005574543,0.0005711971],"domain_scores_gemma":[0.9800093,0.006055566,0.01291128,0.0004013425,0.0003565234,0.0002660473],"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":[0.000167951,0.0001869828,0.004059464,0.07643063,0.003706939,0.0002024157,0.01283704,0.00002620497,0.000003271443,0.04958801,0.5999518,0.2528393],"study_design_scores_gemma":[0.002282664,0.0001513846,0.0001274149,0.01664528,0.0003230584,0.0001377975,0.01567727,0.00002539544,1.888127e-7,0.0003854695,0.9640141,0.000229935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001484732,0.9817507,0.0002004516,0.0151343,0.001632995,0.0006477719,0.0002278689,0.000002960715,0.0002545372],"genre_scores_gemma":[0.0001218553,0.9961423,0.0004372862,0.001492072,0.001052487,0.00004947787,0.00007601263,0.00005025463,0.0005783091],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3640623,"threshold_uncertainty_score":0.9999435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3226350076287687,"score_gpt":0.4900338739708504,"score_spread":0.1673988663420817,"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."}}