{"id":"W3030777068","doi":"10.3899/jrheum.200123","title":"Proceedings of the 2019 GRAPPA Collaborative Research Network Meeting","year":2020,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"Medicine; Library science; Medical physics; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003718033,0.00009855649,0.0004384601,0.00004377882,0.000268784,0.000007918073,0.0007166567,0.0001973551,0.0001042599],"category_scores_gemma":[0.001193615,0.00004493013,0.0001149112,0.0007587119,0.0009834475,0.00004214568,0.000250595,0.000965784,0.00001305797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001238548,"about_ca_system_score_gemma":0.0001208889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002595756,"about_ca_topic_score_gemma":0.000006170906,"domain_scores_codex":[0.9980491,0.0008495552,0.0005556784,0.0000945611,0.00009560968,0.0003554327],"domain_scores_gemma":[0.9973564,0.001174481,0.0005647126,0.00009493422,0.0007782772,0.00003121642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002186571,0.0001093846,0.1035384,0.00008549356,0.0009961082,0.000001790309,0.004719748,0.00003457867,0.207397,0.02939897,0.6499304,0.00160155],"study_design_scores_gemma":[0.008653585,0.007629435,0.0313549,0.001997174,0.001215618,0.007874317,0.02849557,0.0001528295,0.4935153,0.04359816,0.3745762,0.0009368735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415158,0.00877606,0.00006767693,0.04620361,0.0007000768,0.0002453088,0.00000883947,0.00000803777,0.002474559],"genre_scores_gemma":[0.9976783,0.001026952,0.0005880694,0.0004672763,0.00002386867,8.224815e-7,2.105757e-7,0.000008734412,0.0002057221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2861184,"threshold_uncertainty_score":0.4195904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04010457553831966,"score_gpt":0.3177630868884238,"score_spread":0.2776585113501042,"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."}}