{"id":"W4286851151","doi":"10.5281/zenodo.5717516","title":"Antibody screening by Immunoprecitation","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Antibody; Virology; Computational biology; Medicine; Biology; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004059316,0.0001216059,0.0001732699,0.0001316829,0.001423022,0.0003661227,0.0002995505,0.00006336403,0.01755245],"category_scores_gemma":[0.0005247525,0.0001211159,0.00008146103,0.0005358874,0.0001302768,0.0001621272,0.0005797947,0.0003279798,0.004095466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006558764,"about_ca_system_score_gemma":0.000008074651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002432712,"about_ca_topic_score_gemma":1.110864e-7,"domain_scores_codex":[0.9982944,0.0002276356,0.0002253968,0.0003628733,0.0005242461,0.0003654336],"domain_scores_gemma":[0.9985219,0.00003556918,0.00005242858,0.0003249059,0.0008448987,0.0002202817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003184369,0.000306363,0.00007988528,0.0001503379,0.0001479188,0.0001526892,0.0006926011,0.000007373467,0.5974925,0.001704758,0.1941491,0.204798],"study_design_scores_gemma":[0.0007061113,0.0002292562,0.002837751,0.00006709693,0.00001947793,0.0005319595,0.0003621732,0.0003229702,0.01115785,0.00007421945,0.9835583,0.0001328624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3402921,0.003148949,0.04063698,0.01314789,0.0002570247,0.001002533,0.0008128278,0.001444092,0.5992576],"genre_scores_gemma":[0.9190112,0.001256978,0.003898643,0.001176206,0.0004539163,8.13394e-8,0.04315843,0.001918157,0.0291264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7894092,"threshold_uncertainty_score":0.999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782852659395532,"score_gpt":0.3033158519571498,"score_spread":0.2654873253631945,"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."}}