{"id":"W4214521773","doi":"10.3899/jrheum.211412","title":"Looking Back and Marching Forward: New Features in 2022","year":2022,"lang":"en","type":"editorial","venue":"The Journal of Rheumatology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Rheumatology; Pandemic; Editor in chief; Coronavirus disease 2019 (COVID-19); Family medicine; Internal medicine; Publishing; Alternative medicine; MEDLINE; Disease; Management; Pathology; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01043574,0.002342136,0.001916504,0.002099428,0.002990964,0.008883594,0.002542825,0.01094284,0.01829745],"category_scores_gemma":[0.02989163,0.0007241302,0.001757952,0.001047348,0.002282341,0.007596457,0.002002379,0.01691845,0.01015684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002625426,"about_ca_system_score_gemma":0.004387577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279473,"about_ca_topic_score_gemma":0.004044132,"domain_scores_codex":[0.9947556,0.001061058,0.0006666366,0.0004683578,0.002495353,0.0005529796],"domain_scores_gemma":[0.9817046,0.006650896,0.0007993361,0.0004469853,0.005790192,0.004608037],"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":[0.00003266914,0.00001437148,0.0000432075,0.0002679321,0.00001032617,0.0002043234,0.00005890572,0.00001774382,0.00005132339,0.0009360564,0.9856353,0.01272784],"study_design_scores_gemma":[0.00002778963,0.00002752817,0.0001455556,0.0003702138,0.00002000045,0.0003670167,0.0001467618,0.00004584033,0.00004718927,0.001114837,0.9976718,0.00001536713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000567502,0.00979102,0.0001146471,0.06095969,0.9268675,0.00001057151,0.00002455593,0.00006285371,0.002112406],"genre_scores_gemma":[0.0009524588,0.01169578,0.0002065114,0.06509402,0.9116557,0.00001583529,0.00005068613,0.00006179474,0.0102672],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01829745,"threshold_uncertainty_score":0.06121099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008601711003241712,"score_gpt":0.2902737766027625,"score_spread":0.2816720655995208,"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."}}