{"id":"W2292784915","doi":"10.1177/1932296816629488","title":"In the Biosimilar Marketplace Will There Be 50 Ways to Leave Your Insulin?","year":2016,"lang":"en","type":"article","venue":"Journal of Diabetes Science and Technology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosimilar; Insulin; Medicine; Insulin glargine; Business; Internet privacy; Computer science; Hypoglycemia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002792333,0.0001319773,0.0002951491,0.0006222538,0.000156869,0.0000259074,0.0008860376,0.000263496,0.00009135024],"category_scores_gemma":[0.001392112,0.00005877192,0.00004795574,0.0011487,0.001640274,0.0002590764,0.0001870829,0.0003630267,0.00001150402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004427418,"about_ca_system_score_gemma":0.0001093311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001137252,"about_ca_topic_score_gemma":0.000005329223,"domain_scores_codex":[0.9987421,0.00009028415,0.0003450182,0.000232708,0.0001151937,0.0004746982],"domain_scores_gemma":[0.9989852,0.0003222459,0.0001617119,0.0002526995,0.0002360064,0.00004213383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003784596,0.0001042323,0.02233997,0.000005472169,0.00003353916,0.00001189177,0.0001145037,6.167337e-8,0.9162031,0.006069995,0.006640047,0.04843929],"study_design_scores_gemma":[0.001931472,0.002649739,0.02554265,0.0002202119,0.0000755377,0.0002701204,0.00141238,0.0000038822,0.5991595,0.02893941,0.3394269,0.0003681943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8489242,0.003088754,0.0001775604,0.1468748,0.0003212278,0.000126873,0.000008310382,0.00001373809,0.000464559],"genre_scores_gemma":[0.9942995,0.000350646,0.001305681,0.003881653,0.00003206814,0.000003745734,5.397519e-8,0.000005290846,0.0001213494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3327868,"threshold_uncertainty_score":0.6043657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02126208911425037,"score_gpt":0.2769691283930955,"score_spread":0.2557070392788451,"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."}}