{"id":"W2037238429","doi":"10.4155/bio.12.213","title":"Conference Report: 6Th Gcc Focus on Lba: Critical Reagents, Positive Controls And Reference Standards; Specificity For Endogenous Compounds; Biomarkers; Biosimilars","year":2012,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Council of Ontario Universities","funders":"","keywords":"Biosimilar; Bioanalysis; Guideline; Political science; Agency (philosophy); Pharmacology; Medicine; Chemistry; Internal medicine; Chromatography; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001918023,0.000460235,0.001004533,0.0002536978,0.0004914961,0.00009475234,0.0002801162,0.0005537934,0.0006101522],"category_scores_gemma":[0.001485342,0.0003592259,0.000367363,0.0003397461,0.00104248,0.0001414475,0.0001315742,0.0003673114,0.00003051498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714042,"about_ca_system_score_gemma":0.0001037767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001156126,"about_ca_topic_score_gemma":0.00005324657,"domain_scores_codex":[0.9966488,0.0006060106,0.0007682623,0.0008171217,0.0001985197,0.000961284],"domain_scores_gemma":[0.9966579,0.001634518,0.0002798595,0.0006247095,0.0005823536,0.000220626],"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":[0.009176235,0.00471234,0.02882702,0.0002980315,0.01771411,0.000453022,0.000872307,0.000001091576,0.7106264,0.09925332,0.02736755,0.1006986],"study_design_scores_gemma":[0.00930539,0.003938009,0.02916631,0.0003935896,0.0102526,0.001656014,0.001999927,0.0002019013,0.5739306,0.00739191,0.3582738,0.003490025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2422005,0.2116332,0.17249,0.0834,0.01104909,0.01258638,0.06542261,0.001761702,0.1994565],"genre_scores_gemma":[0.9948126,0.0004453622,0.003334727,0.0006568094,0.0001032581,0.00004727557,0.0001546388,0.00002780856,0.0004175257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7526121,"threshold_uncertainty_score":0.999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07433232041568684,"score_gpt":0.3367053056285476,"score_spread":0.2623729852128607,"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."}}