{"id":"W1717642344","doi":"10.1002/0471142735.im0205s102","title":"Production of Monoclonal Antibodies","year":2013,"lang":"en","type":"article","venue":"Current Protocols in Immunology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Monoclonal antibody; Cloning (programming); Molecular biology; Antibody; Immunization; Biology; Cell culture; Limiting; Hybridoma technology; Selection (genetic algorithm); Chemistry; Computational biology; Immunology; Genetics; Computer science","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":[0.0001842171,0.0001420776,0.0003785343,0.0002581074,0.00003908283,0.000008454236,0.0001516534,0.00008731321,0.0005334766],"category_scores_gemma":[0.0001866353,0.0001104086,0.0000858597,0.0002547485,0.0003686726,0.0001241161,0.0001248228,0.0004018368,0.0001875632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004413972,"about_ca_system_score_gemma":0.000124921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000142354,"about_ca_topic_score_gemma":0.000005670451,"domain_scores_codex":[0.9986454,0.00008665046,0.0004428902,0.0002661973,0.0002177775,0.0003410824],"domain_scores_gemma":[0.9992828,0.00004827435,0.0001034848,0.0002853825,0.0002307788,0.00004929358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001074055,0.001518341,0.5108292,0.001144922,0.0001101875,0.00001078799,0.0003494692,0.000004005023,0.2873665,0.003545729,0.003765606,0.1902813],"study_design_scores_gemma":[0.001557007,0.0008688509,0.8524301,0.0008854714,0.00001011228,0.0001035834,0.00008728675,0.00009094898,0.08631583,0.003396024,0.05406203,0.0001927401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578252,0.001076083,0.00001118234,0.001295293,0.0003107887,0.03797792,0.000002992206,0.00002859295,0.001471891],"genre_scores_gemma":[0.9038959,0.0004989285,0.00141524,0.00004203949,0.0002898043,0.09171571,0.00004371161,0.00002710402,0.002071598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.341601,"threshold_uncertainty_score":0.5841195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06413482919671443,"score_gpt":0.3941101416598194,"score_spread":0.329975312463105,"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."}}