{"id":"W4386164976","doi":"10.3389/fphar.2023.1188368","title":"An international comparative analysis and roadmap to sustainable biosimilar markets","year":2023,"lang":"en","type":"article","venue":"Frontiers in Pharmacology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthritis Research Centre of Canada","funders":"","keywords":"Biosimilar; Sustainability; Business; Sustainable development; Environmental economics; Medicine; Economics; Political science","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":[0.05719567,0.0008443379,0.001022918,0.01395675,0.001133916,0.005419564,0.001477059,0.002447401,0.01706265],"category_scores_gemma":[0.0534181,0.0002856119,0.002922324,0.01516847,0.001857192,0.009056292,0.00506064,0.002038894,0.000856449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008518352,"about_ca_system_score_gemma":0.02155229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004070389,"about_ca_topic_score_gemma":0.003073743,"domain_scores_codex":[0.970996,0.02078944,0.001867776,0.001024409,0.003650239,0.001672144],"domain_scores_gemma":[0.9472404,0.02717594,0.00459179,0.003378866,0.01570502,0.001908063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002011434,0.001052245,0.01971521,0.02541947,0.001345887,0.0005898126,0.003967937,0.007786304,0.002133296,0.3823921,0.0298775,0.5237088],"study_design_scores_gemma":[0.001030266,0.004978046,0.0905131,0.06145165,0.003558426,0.00106136,0.04333581,0.007933183,0.006123469,0.1956042,0.5841652,0.0002452428],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1883419,0.2463409,0.08114813,0.1153163,0.004812728,0.007625888,0.01058914,0.000585349,0.3452397],"genre_scores_gemma":[0.7296081,0.08128629,0.1578137,0.009661693,0.0006275043,0.006343128,0.008354253,0.0001538987,0.006151443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05719567,"threshold_uncertainty_score":0.3024833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897365852829398,"score_gpt":0.3566125672062456,"score_spread":0.3376389086779516,"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."}}