{"id":"W4406473343","doi":"10.1016/s1541-9800(08)70342-9","title":"10.1016/s1541-9800(08)70342-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Immunogenicity; Medicine; Pharmacology; Immunology; Antigen","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002526159,0.000173971,0.0002697841,0.00006277853,0.0001100033,0.00001803031,0.0002600045,0.0002692382,0.999303],"category_scores_gemma":[0.00005949347,0.0001400276,0.0001112965,0.0001924679,0.0001309954,0.0000404085,0.00005819116,0.0002320915,0.9964463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002043255,"about_ca_system_score_gemma":0.00002064033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001418593,"about_ca_topic_score_gemma":1.994543e-7,"domain_scores_codex":[0.9988822,0.0001563519,0.0002207685,0.000303969,0.00003349039,0.0004032153],"domain_scores_gemma":[0.9994451,0.0001085211,0.00002695368,0.0003192367,0.00003684706,0.00006331853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000127173,0.00006038864,1.260927e-7,0.000002636625,0.00005228036,0.000002816423,0.00000505242,8.275072e-7,0.003399673,0.000003473974,0.4957682,0.5005774],"study_design_scores_gemma":[0.0003712918,0.0002550811,0.00004343976,0.00001258513,0.00004685208,0.00002609715,0.000001012783,0.000006659432,0.005955605,0.00002729887,0.9930495,0.0002045887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001747306,0.0005299435,0.00000342859,0.001387409,0.000007001287,0.0001939536,0.00003870813,0.0001128447,0.997552],"genre_scores_gemma":[0.0000920178,0.00000127068,0.0004642349,0.0003777056,0.00006136239,0.00001521722,0.0000218592,0.00001713281,0.9989492],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5003728,"threshold_uncertainty_score":0.5710158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00913122987995965,"score_gpt":0.2096518939306732,"score_spread":0.2005206640507136,"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."}}