{"id":"W3159791832","doi":"10.1177/10781552211007535","title":"Education strategy for the implementation of oncology biosimilars essential for operational and patient safety in Alberta, Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Oncology Pharmacy Practice","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Cancer Foundation","funders":"","keywords":"Biosimilar; Medicine; Pharmacy; Harm; Patient safety; Oncology; Internal medicine; Family medicine; Health care","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.00106598,0.0001002755,0.0003166849,0.00005889709,0.0001263703,0.00001054478,0.0001065206,0.0001140088,0.0002894689],"category_scores_gemma":[0.0009349245,0.00007317482,0.00007677864,0.0001062627,0.0001065597,0.0002012042,0.00003444189,0.0002984969,2.177551e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025869,"about_ca_system_score_gemma":0.007163127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01732342,"about_ca_topic_score_gemma":0.1101964,"domain_scores_codex":[0.9981956,0.0006590089,0.0007685887,0.000143105,0.00005409922,0.0001795683],"domain_scores_gemma":[0.9926875,0.005627773,0.0007662342,0.00007094377,0.0008153853,0.00003221301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006435655,0.001578173,0.001307103,0.00006800338,0.001239175,0.0000208167,0.00088351,0.0001274137,0.09918984,0.003711594,0.07701407,0.8084247],"study_design_scores_gemma":[0.004675235,0.001077742,0.00136167,0.00001036774,0.0004876227,0.0006569046,0.005909476,0.00006196885,0.07248507,0.0001430654,0.9130523,0.00007862514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.286285,0.01951088,0.007075451,0.6686357,0.01190702,0.003103222,0.0005349684,0.000005890047,0.002941875],"genre_scores_gemma":[0.9763482,0.001758629,0.01006252,0.01140692,0.000165699,0.00004906179,0.00004372879,0.0000110692,0.0001542383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8360382,"threshold_uncertainty_score":0.9984654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369520180908905,"score_gpt":0.4361260698854512,"score_spread":0.3991740517945607,"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."}}