{"id":"W3005491818","doi":"10.3899/jrheum.200129","title":"GRAPPA 2019 Project Report","year":2020,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Women's College Hospital; University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Medicine; MEDLINE; Medical physics","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":[0.0005957891,0.00006161723,0.0001868469,0.0000280456,0.00006682274,0.00001137243,0.000257752,0.00002648206,0.0001557214],"category_scores_gemma":[0.000104934,0.00003396875,0.00006103585,0.0001272183,0.00005170758,0.0000714323,0.000007653541,0.0001738805,0.0001057943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.594835e-7,"about_ca_system_score_gemma":0.00009052908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001427656,"about_ca_topic_score_gemma":0.0001441989,"domain_scores_codex":[0.9991664,0.0001219241,0.0002959144,0.00005484968,0.0002283298,0.0001326195],"domain_scores_gemma":[0.9993564,0.00008151201,0.0003307312,0.00009133434,0.00007618208,0.00006382979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000100436,0.000009127131,0.9740503,0.0000103658,0.00005852191,0.00005435042,0.0005569261,0.0001656145,0.00006280211,0.0000491742,0.02164563,0.00323676],"study_design_scores_gemma":[0.001559848,0.00160758,0.8882727,0.00007227766,0.0001746444,0.02842345,0.001064327,0.00136831,0.000239671,0.009425209,0.06741545,0.0003765519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942526,0.0003920639,0.0001568183,0.003879086,0.0003799447,0.0000594628,0.000004533745,0.000004845822,0.0008706876],"genre_scores_gemma":[0.9993618,0.0001535003,0.0001328274,0.0002932278,0.00001751659,3.585432e-8,0.000003727994,0.000001467886,0.00003592238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08577761,"threshold_uncertainty_score":0.2158198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03340668695060289,"score_gpt":0.2380128187007331,"score_spread":0.2046061317501302,"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."}}