{"id":"W3136373500","doi":"10.3899/jrheum.210093","title":"Dr. Naides replies","year":2021,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anti-nuclear antibody; Indirect immunofluorescence; Nuclear medicine; Immunology; Antibody; Autoantibody","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00219415,0.0002070412,0.001421213,0.0001022443,0.0000791553,0.00002815889,0.0003191833,0.0006761029,0.0006879801],"category_scores_gemma":[0.004842343,0.0001155962,0.0003768175,0.000130728,0.0002362263,0.00007672206,0.00007375683,0.004212333,0.00005649709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003875127,"about_ca_system_score_gemma":0.0006477247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006244443,"about_ca_topic_score_gemma":0.00001853067,"domain_scores_codex":[0.9967104,0.001123846,0.001329156,0.0001447606,0.0004252711,0.000266537],"domain_scores_gemma":[0.9910253,0.005604323,0.001967682,0.0006183407,0.0007054901,0.00007882075],"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":[0.0003914051,0.00004444155,0.003341091,0.0002478826,0.0007862217,0.0008886259,0.0001487186,5.908179e-7,0.00003920837,0.0001346521,0.9934346,0.0005425501],"study_design_scores_gemma":[0.001034876,0.0003705828,0.0001656021,0.0005483673,0.000966837,0.02874438,0.0002194624,0.000004790084,0.00001925436,0.0003977378,0.9674212,0.0001069538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03088635,0.006735198,0.00005304085,0.9603812,0.00130529,0.0001041344,0.000007344729,0.00001120715,0.0005162542],"genre_scores_gemma":[0.01489073,0.007917153,0.0002505724,0.9721875,0.0009664511,0.000001811121,0.00001841848,0.00004991643,0.003717437],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02785575,"threshold_uncertainty_score":0.998085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06583532299550462,"score_gpt":0.3601959232645179,"score_spread":0.2943606002690132,"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."}}