{"id":"W3010645847","doi":"10.12927/hcpol.2020.26133","title":"Lessons from the International Experience with Biosimilar Implementation: An Application of the Diffusion of Innovations Model","year":2020,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"University of Alberta","keywords":"Biosimilar; Context (archaeology); Business; Knowledge management; Marketing; Risk analysis (engineering); Computer science; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0836898,0.0005393964,0.0006510058,0.001458644,0.01257165,0.01698329,0.002747745,0.004930493,0.00536456],"category_scores_gemma":[0.1370633,0.000605408,0.0009120774,0.003223138,0.01775595,0.01293932,0.01233252,0.01297894,0.0005548222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02918552,"about_ca_system_score_gemma":0.04662765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1040086,"about_ca_topic_score_gemma":0.1195302,"domain_scores_codex":[0.9180207,0.05978831,0.002350042,0.00216061,0.009836758,0.007843631],"domain_scores_gemma":[0.874168,0.08875823,0.006928822,0.004718769,0.01504456,0.01038158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001856279,0.0003777301,0.0141826,0.0005688905,0.00004796495,0.002105815,0.8304082,0.0005656643,0.0005709752,0.06818786,0.01266084,0.07013778],"study_design_scores_gemma":[0.00006298198,0.000421074,0.006901811,0.001466843,0.00009638802,0.001738305,0.727582,0.001001969,0.001549781,0.01661395,0.2423819,0.0001829141],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5218794,0.006745217,0.01740514,0.2767156,0.001002456,0.0003795473,0.0001586974,0.0001668018,0.175547],"genre_scores_gemma":[0.969269,0.003708967,0.005223684,0.01461992,0.0001673798,0.00009803697,0.00005842215,0.0001718161,0.006682876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1040086,"threshold_uncertainty_score":0.4425992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855200036463094,"score_gpt":0.4178667872870737,"score_spread":0.3323467836407643,"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."}}