{"id":"W4362459170","doi":"10.4212/cjhp.3272","title":"A Framework for Evaluating the Implementation of Biosimilar Drugs","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; Cancer Care Ontario; Alberta Health Services; Canadian Pharmacists Association; Canadian Agency for Drugs and Technologies in Health","funders":"","keywords":"Biosimilar; Computer science; Medicine; Data science; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2978286,0.005786454,0.003174076,0.02278652,0.007899518,0.02096549,0.008712208,0.006973286,0.004695249],"category_scores_gemma":[0.2034297,0.001604546,0.007258223,0.0109522,0.02164586,0.01975306,0.01256582,0.006255554,0.0008711822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09085228,"about_ca_system_score_gemma":0.1044509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04575344,"about_ca_topic_score_gemma":0.03652235,"domain_scores_codex":[0.5284944,0.410867,0.02236408,0.007616505,0.02486844,0.00578952],"domain_scores_gemma":[0.7016897,0.2213979,0.01518631,0.009427877,0.04678446,0.00551382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003216261,0.0006728235,0.005477348,0.00762021,0.0004448152,0.0005114492,0.02339398,0.03216626,0.001295373,0.8042524,0.007095935,0.1167477],"study_design_scores_gemma":[0.0007623091,0.002042498,0.004877752,0.02830345,0.0009776324,0.0004825232,0.04339465,0.08063047,0.004775796,0.6751306,0.1581486,0.0004737354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02268075,0.007683516,0.8066438,0.03780722,0.0005614075,0.02289372,0.001741039,0.0007513376,0.09923718],"genre_scores_gemma":[0.1678414,0.001751149,0.8124827,0.001383794,0.00006485167,0.01442882,0.0008192395,0.00006835468,0.001159725],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2978286,"threshold_uncertainty_score":0.8659024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07292815816171819,"score_gpt":0.4316925842939202,"score_spread":0.3587644261322019,"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."}}