{"id":"W2806905043","doi":"10.3899/jrheum.180139","title":"GRAPPA 2017 Project Report","year":2018,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Psoriatic arthritis; Medicine; Biosimilar; Psoriasis; Medical physics; Comparative effectiveness research; Medical education; Family medicine; Alternative medicine; Internal medicine; Dermatology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02364317,0.001904608,0.0008778124,0.004109215,0.00199413,0.00827944,0.003501268,0.002821162,0.1770147],"category_scores_gemma":[0.02787087,0.0008819767,0.001597702,0.003757457,0.0007124501,0.003754329,0.006876721,0.003707027,0.1617123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003920694,"about_ca_system_score_gemma":0.04539984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01629801,"about_ca_topic_score_gemma":0.009113848,"domain_scores_codex":[0.9885877,0.003045356,0.000769155,0.0009487178,0.004545545,0.002103476],"domain_scores_gemma":[0.9764643,0.001721737,0.001193805,0.001517559,0.01213531,0.006967151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001229792,0.00008105069,0.0008658436,0.0001539125,0.00001354682,0.0000472943,0.00004454505,0.0001219254,0.00008377254,0.003681925,0.9699833,0.0247999],"study_design_scores_gemma":[0.00003607907,0.00003739425,0.001066613,0.0001946137,0.000009616329,0.0000539534,0.00007314529,0.00006920555,0.0001627626,0.0010143,0.9972733,0.000009129033],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005492956,0.007927982,0.01377583,0.08381105,0.03114406,0.005064791,0.3084624,0.005816488,0.5385045],"genre_scores_gemma":[0.02146522,0.01114794,0.02514856,0.01493113,0.006452796,0.009974928,0.5546616,0.005086983,0.3511308],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1770147,"threshold_uncertainty_score":0.5921732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749978808574492,"score_gpt":0.331968302660581,"score_spread":0.2944685145748361,"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."}}