{"id":"W2080933967","doi":"10.1016/j.transci.2009.03.015","title":"Application of special techniques","year":2009,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Antibody; Identification (biology); Resolution (logic); Computer science; Computational biology; Immunology; Medicine; Biology; Artificial intelligence","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":[0.0001856566,0.00004684835,0.00009943627,0.00007801336,0.00009832435,0.000008027157,0.0000764143,0.00002294179,0.0001341742],"category_scores_gemma":[0.00001320609,0.00003299659,0.00002764546,0.0003239377,0.0003349349,0.00005543042,0.000009422642,0.00005662902,0.000003994178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007360455,"about_ca_system_score_gemma":0.00005043983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006184352,"about_ca_topic_score_gemma":0.000008823689,"domain_scores_codex":[0.9993017,0.00000626939,0.000103237,0.0001535289,0.0003181806,0.0001170694],"domain_scores_gemma":[0.9997156,0.00001519125,0.00001550165,0.00009047695,0.00006820197,0.00009504228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000100158,0.00005147471,0.002096025,0.00001376129,6.84596e-7,0.000001193828,0.00008016279,4.770168e-8,0.6076592,0.003864493,0.000111324,0.3860215],"study_design_scores_gemma":[0.0003017107,0.0005446541,0.2994688,0.00005386832,0.00001021772,0.00002838695,0.00008231731,0.0002988504,0.6802718,0.001603875,0.01725097,0.00008459461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475995,0.00009211966,0.0008052705,0.002343224,0.00001413397,0.0001996887,0.000002251088,0.00002156245,0.04892229],"genre_scores_gemma":[0.9966274,0.0005596412,0.002042735,0.0002146318,0.0001172108,0.000001960076,7.580575e-7,0.000001524758,0.0004340965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3859369,"threshold_uncertainty_score":0.1469114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153661372340674,"score_gpt":0.3212644375599066,"score_spread":0.3058983003258392,"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."}}