{"id":"W3157263251","doi":"10.15173/sciential.v1i4.2421","title":"New Hope for Delaying Clinical Onset of Rheumatoid Arthritis: Early Intervention with Rituximab","year":2020,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Rituximab; Medicine; Rheumatoid arthritis; Immunology; Autoimmunity; Disease; CD20; Autoimmune disease; Immune system; Pathogenesis; Arthritis; Rheumatoid factor; Antibody; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001761249,0.0005503886,0.0006606833,0.0005482733,0.0003178871,0.001500388,0.000784062,0.001301893,0.00664059],"category_scores_gemma":[0.003409704,0.0001708912,0.0004465666,0.0002017024,0.000916391,0.001768118,0.0006676943,0.003186561,0.001472469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009894364,"about_ca_system_score_gemma":0.00194244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162327,"about_ca_topic_score_gemma":0.003374559,"domain_scores_codex":[0.9995301,0.0001739846,0.00003566837,0.00005888611,0.0001337873,0.00006761184],"domain_scores_gemma":[0.9987325,0.0005908189,0.0001970919,0.00006667346,0.0001752133,0.0002376557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002964109,0.002003154,0.004314471,0.002280321,0.0002077314,0.0009777731,0.0002617176,0.0006429907,0.01746135,0.02107683,0.05484463,0.8929649],"study_design_scores_gemma":[0.003758199,0.01225303,0.02535133,0.005592919,0.00084112,0.005477349,0.0009840938,0.003161368,0.03116038,0.06530338,0.8458837,0.0002332341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07472534,0.6080967,0.0357316,0.2297961,0.008574608,0.0006460946,0.0004281138,0.001113055,0.04088842],"genre_scores_gemma":[0.4861289,0.353103,0.05541012,0.0749583,0.01318313,0.000748251,0.0004196525,0.0001621496,0.01588652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00664059,"threshold_uncertainty_score":0.02221495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05334148801440143,"score_gpt":0.3581983931104619,"score_spread":0.3048569050960604,"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."}}