{"id":"W2621196105","doi":"10.3899/jrheum.170357","title":"Dr. Barber replies","year":2017,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003783659,0.0002884701,0.00138796,0.0001759904,0.001268235,0.00001111486,0.00129099,0.002170221,0.0005309763],"category_scores_gemma":[0.0007139734,0.000156468,0.0002208475,0.00003278064,0.0002450972,0.00008138538,0.0001900009,0.009911801,0.0005264971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001273721,"about_ca_system_score_gemma":0.001252435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758978,"about_ca_topic_score_gemma":0.0005476047,"domain_scores_codex":[0.993445,0.003479486,0.001732055,0.0001659976,0.0004355072,0.0007419833],"domain_scores_gemma":[0.9910809,0.002543531,0.004459345,0.001178698,0.0006348665,0.0001026121],"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":[0.00003703621,0.000005015802,0.005095771,0.001083761,0.0001682217,0.0001336057,0.003489742,1.319334e-7,8.573599e-7,0.0002128305,0.9894085,0.0003645375],"study_design_scores_gemma":[0.0003736645,0.0001087197,0.0004002637,0.001998788,0.00006910837,0.004150929,0.001824685,7.764605e-7,3.257476e-7,0.001224571,0.9897079,0.0001402043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01187982,0.005553258,0.00002441866,0.9644458,0.008297597,0.0003261843,0.00001396827,0.00002231464,0.009436654],"genre_scores_gemma":[0.06739368,0.03452761,0.0001033639,0.8183224,0.008714635,0.00005390137,0.00001996437,0.0002688118,0.07059568],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1461234,"threshold_uncertainty_score":0.9991252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211799845474031,"score_gpt":0.4371551151259112,"score_spread":0.3159751305785081,"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."}}