{"id":"W2296997770","doi":"10.1016/j.clinthera.2016.02.023","title":"Biosimilars: A Multidisciplinary Perspective","year":2016,"lang":"en","type":"article","venue":"Clinical Therapeutics","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Amgen Canada; Teva Pharmaceutical Industries","keywords":"Biosimilar; Medicine; Pharmacovigilance; Multidisciplinary approach; Intensive care medicine; Pharmacology; Adverse effect; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009806433,0.0001922744,0.0003779862,0.00004612026,0.0001186114,0.00001008715,0.0003112948,0.0005360598,0.001100467],"category_scores_gemma":[0.0003220598,0.0001008074,0.0003276497,0.0001358361,0.001028693,0.00005264817,0.0001542181,0.0003318755,0.0005511149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000045516,"about_ca_system_score_gemma":0.00005438814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001691524,"about_ca_topic_score_gemma":0.000002449672,"domain_scores_codex":[0.9979845,0.000610809,0.0005166323,0.0004597559,0.00004045787,0.0003879051],"domain_scores_gemma":[0.997615,0.001623619,0.0001146776,0.0004455174,0.0001478897,0.00005324308],"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":[0.001502113,0.002446092,0.07001027,0.00001398711,0.00244259,0.00003230678,0.0004072269,1.35153e-7,0.2993334,0.03607286,0.01446076,0.5732782],"study_design_scores_gemma":[0.008817505,0.002895679,0.09073418,0.0001984774,0.0006561173,0.00007376583,0.000987303,0.00003098614,0.09082961,0.06318019,0.7403694,0.001226809],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4091776,0.04290963,0.07833032,0.3688712,0.02104752,0.002754371,0.0007183859,0.001991079,0.0741998],"genre_scores_gemma":[0.9745187,0.00210899,0.00509515,0.007757757,0.000292903,0.00001336824,0.000003054594,0.00004233133,0.01016778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7259086,"threshold_uncertainty_score":0.9998127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1402305023316203,"score_gpt":0.4411171042591477,"score_spread":0.3008866019275274,"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."}}