{"id":"W6957311411","doi":"10.60692/2c36r-3rz15","title":"WHO informal consultation on revision of guidelines on evaluation of similar biotherapeutic products, virtual meeting, 30 June – 2 July 2021","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"CLARITY; Biosimilar; Standardization; Product (mathematics); Best practice; MEDLINE; Excellence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003417063,0.0001882222,0.0003913494,0.0003510181,0.0001848946,0.00001745589,0.0001799247,0.0001578782,0.0004068388],"category_scores_gemma":[0.0004882559,0.0001446833,0.00009577131,0.0003965038,0.00008518468,0.0001837359,0.00007185689,0.0001921948,0.000138816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008834513,"about_ca_system_score_gemma":0.0001044809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004171189,"about_ca_topic_score_gemma":6.09289e-8,"domain_scores_codex":[0.9973511,0.0006378968,0.001276126,0.0001785406,0.0003675259,0.0001887911],"domain_scores_gemma":[0.9974735,0.00005391693,0.0009450361,0.0003572603,0.001151516,0.00001878077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01751102,0.0005259058,0.01966596,0.006855015,0.0041339,0.000004789125,0.2688855,0.078736,0.02425377,0.01433656,0.07364064,0.491451],"study_design_scores_gemma":[0.02068334,0.00720829,0.01452884,0.003139889,0.001427929,0.0000870365,0.05406278,0.0355119,0.5797117,0.00001419056,0.2820298,0.001594332],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809812,0.0003295917,0.001939778,0.0009283893,0.002953992,0.002655279,0.001110836,0.0001161185,0.008984788],"genre_scores_gemma":[0.9986483,0.000002901442,0.000301766,0.0004212607,0.0000344637,0.00002782724,0.0001051809,0.000008429036,0.0004498152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5554579,"threshold_uncertainty_score":0.5900013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08225290411359372,"score_gpt":0.307959541274504,"score_spread":0.2257066371609103,"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."}}