{"id":"W4388716729","doi":"10.3899/jrheum.2023-0955","title":"Rheumatology in Cameroon: History, Challenges, and Future","year":2023,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Rheumatology; Medicine; 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":[0.001344848,0.0001173297,0.0006853218,0.0004205388,0.00004197855,0.000002161769,0.0001926304,0.0001595064,0.0001569773],"category_scores_gemma":[0.0001858578,0.00007524507,0.00006464688,0.0001552962,0.0002859673,0.00007450987,0.0000795331,0.0006195854,0.00006682675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007967516,"about_ca_system_score_gemma":0.0002986187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009553428,"about_ca_topic_score_gemma":0.00009408483,"domain_scores_codex":[0.998481,0.0002817414,0.0006155738,0.00009880332,0.0002072612,0.0003155863],"domain_scores_gemma":[0.9990469,0.0002750536,0.0002704268,0.0002278381,0.00009728223,0.00008246511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003701702,0.0003811713,0.477699,0.001798756,0.0007417869,0.001131766,0.04387289,0.00001514499,0.001017515,0.03049561,0.1418924,0.2972523],"study_design_scores_gemma":[0.006258072,0.001081507,0.3144279,0.000445965,0.00007726189,0.06254797,0.02123323,0.0003144009,0.00002407773,0.002057376,0.5912862,0.0002459336],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8888297,0.0850422,0.000003237466,0.02420805,0.0004320379,0.0001110703,2.44453e-7,0.00001960718,0.001353816],"genre_scores_gemma":[0.7542058,0.2453776,0.0000206803,0.0001064818,0.00001287731,0.000003074107,0.000001158254,0.00001705337,0.0002552521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4493938,"threshold_uncertainty_score":0.3068405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302381328823614,"score_gpt":0.2829747932653305,"score_spread":0.2499509799770943,"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."}}