{"id":"W4232169883","doi":"10.1002/0471142735.im0205s74","title":"Production of Monoclonal Antibodies","year":2006,"lang":"en","type":"article","venue":"Current Protocols in Immunology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Monoclonal antibody; Cloning (programming); Molecular biology; Antibody; Immunization; Cell fusion; Cell culture; Selection (genetic algorithm); Limiting; Chemistry; Biology; Virology; 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":[0.0002265075,0.0001409841,0.000372544,0.0002731839,0.00004239909,0.000005718266,0.0001291135,0.00008619644,0.0001148308],"category_scores_gemma":[0.00009615072,0.000114754,0.00009210751,0.000281135,0.0003681656,0.00006987256,0.00009507413,0.0003571543,0.00003737676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005153545,"about_ca_system_score_gemma":0.0001332195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001686374,"about_ca_topic_score_gemma":0.00002327316,"domain_scores_codex":[0.998624,0.00007973827,0.0004713803,0.0002697764,0.0002294096,0.0003256541],"domain_scores_gemma":[0.9994105,0.00004227195,0.0001114081,0.0002544018,0.0001545255,0.0000269665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00238125,0.002018494,0.6869701,0.001008928,0.00006222352,0.00002948874,0.0001104624,0.00001757137,0.2396445,0.01250545,0.002788604,0.05246295],"study_design_scores_gemma":[0.001687501,0.0006274872,0.7654148,0.0007266558,0.00001184598,0.0001171531,0.00002859301,0.0000496851,0.1210943,0.00435265,0.1057158,0.0001734748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705105,0.001815508,0.00002070101,0.0007628718,0.0003304071,0.02381637,0.000006787845,0.00003367684,0.002703183],"genre_scores_gemma":[0.9657622,0.000262714,0.001187105,0.00001747084,0.0004914361,0.02983507,0.0000890391,0.00002559728,0.002329367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1185501,"threshold_uncertainty_score":0.4679531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237900347404312,"score_gpt":0.3897393088522628,"score_spread":0.3373603053782196,"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."}}