{"id":"W4313455220","doi":"10.3899/jrheum.220588","title":"Reflections for the 50th Anniversary of<i>The Journal of Rheumatology</i>: The Past, Present, and Future of Rheumatology","year":2023,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Rheumatology; Internal medicine; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002130565,0.0001816621,0.0008541424,0.0002550377,0.0003417655,0.00000595757,0.0005550627,0.0002004395,0.00003587049],"category_scores_gemma":[0.0005075572,0.00007338757,0.0004326005,0.0005536634,0.001211146,0.00009472961,0.0001203597,0.0006392123,0.000001508425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002133427,"about_ca_system_score_gemma":0.0002780384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002141971,"about_ca_topic_score_gemma":0.00008739944,"domain_scores_codex":[0.997276,0.0007732694,0.001225978,0.0001027595,0.0003360358,0.0002859448],"domain_scores_gemma":[0.9935817,0.003402902,0.001839092,0.0004161306,0.0006886956,0.00007149238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006387284,0.0006802501,0.6931065,0.003202395,0.004124974,0.000008217431,0.03198633,0.0008744616,0.004765119,0.01472924,0.2242845,0.01585068],"study_design_scores_gemma":[0.0191579,0.008295153,0.5667747,0.002575583,0.004799573,0.1230775,0.1303986,0.00224825,0.0006418935,0.03042046,0.1109942,0.0006160971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9251802,0.00626945,0.0008271555,0.06565546,0.001447594,0.0004914172,0.00001054506,0.000007432452,0.0001107229],"genre_scores_gemma":[0.9834085,0.01614055,0.0001840009,0.00008995625,0.00004654711,0.000004957617,0.00000152816,0.0000225703,0.0001014312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1263318,"threshold_uncertainty_score":0.4462518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550652600412027,"score_gpt":0.3066436355455359,"score_spread":0.2911371095414156,"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."}}