{"id":"W4391317775","doi":"10.1007/978-3-031-30023-3","title":"Pharmaceutical Biotechnology","year":2024,"lang":"en","type":"book","venue":"","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Biotechnology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003008466,0.001056109,0.0007033384,0.001208279,0.001068224,0.004173935,0.0008504416,0.001391284,0.1957893],"category_scores_gemma":[0.0007089569,0.0005013262,0.000515151,0.00141542,0.0006391131,0.002040657,0.001406214,0.0025404,0.2236297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023426,"about_ca_system_score_gemma":0.001047945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221767,"about_ca_topic_score_gemma":0.002584357,"domain_scores_codex":[0.9994727,0.0000363083,0.00001500631,0.00008584627,0.0003574872,0.0000327013],"domain_scores_gemma":[0.9997998,0.00004439114,0.00001264113,0.00002876859,0.00008237117,0.00003203955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002713742,0.00004562072,0.00006572334,0.0004776646,0.000008122319,0.0001481936,0.0001596566,0.0001935881,0.004788284,0.04769079,0.6572242,0.289171],"study_design_scores_gemma":[0.000001998257,0.000004900479,0.0000301971,0.00004884548,0.000001067371,0.00008719548,0.000009380182,0.00004138979,0.0002943597,0.002355713,0.9971228,0.00000209388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003642722,0.02985278,0.004492012,0.002856083,0.003318608,0.00008207509,0.0005845999,0.0007410028,0.9577085],"genre_scores_gemma":[0.001317589,0.00869933,0.00200957,0.001121153,0.0002594313,0.00003431854,0.0003646546,0.0001250149,0.9860688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1957893,"threshold_uncertainty_score":0.6549804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03658400606171987,"score_gpt":0.3336797369722511,"score_spread":0.2970957309105312,"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."}}