{"id":"W4361208984","doi":"10.57264/cer-2022-0097","title":"Treatment goals for rheumatoid arthritis: patient engagement and goal collection","year":2023,"lang":"en","type":"article","venue":"Journal of Comparative Effectiveness Research","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Data collection; Ranking (information retrieval); Rheumatoid arthritis; Physical therapy; Identification (biology); Prioritization; Goal setting; Process management; Computer science; Psychology; Social psychology; Internal medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003254874,0.000173766,0.0007279694,0.0008723075,0.0005151611,0.0001030713,0.00008218455,0.0000612653,0.00003353065],"category_scores_gemma":[0.0004704847,0.0001283506,0.0001793604,0.0007333908,0.0002685213,0.000191085,0.00006638921,0.0003898921,0.00002860197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003875016,"about_ca_system_score_gemma":0.0004494344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002828475,"about_ca_topic_score_gemma":0.00001633686,"domain_scores_codex":[0.9962439,0.001674798,0.0004483428,0.0002362205,0.0008958229,0.0005009282],"domain_scores_gemma":[0.9948878,0.003143413,0.0001346174,0.0001464899,0.001393541,0.0002941182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.06239736,0.004971711,0.07753389,0.001041002,0.005638073,0.001304334,0.03429325,0.0006609482,0.2223389,0.007697196,0.02294404,0.5591793],"study_design_scores_gemma":[0.05062995,0.1010433,0.3781278,0.005272702,0.00002444057,0.001981996,0.0168391,0.005341611,0.2711429,0.009623162,0.1593208,0.0006521885],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866586,0.009743939,0.0005341757,0.0004337979,0.0001663385,0.00205484,0.00001507155,0.00002508223,0.0003681665],"genre_scores_gemma":[0.9556342,0.0434711,0.0002417464,0.000004857126,0.00008502967,0.0004438906,0.000009156733,0.00002032696,0.00008965466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5585271,"threshold_uncertainty_score":0.5233987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133643401693041,"score_gpt":0.4292838292109666,"score_spread":0.3159194890416625,"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."}}