{"id":"W4394820908","doi":"10.3899/jrheum.2024-0302","title":"Patient-Initiated Follow-Up","year":2024,"lang":"en","type":"editorial","venue":"The Journal of Rheumatology","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Celgene; Pfizer; Eli Lilly and Company; Amgen","keywords":"Health care; Government (linguistics); Face (sociological concept); Business; Medicine; Operations management; Economics; Economic growth; Sociology","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":["research_integrity"],"category_scores_codex":[0.002565052,0.0002374671,0.0007883392,0.0002829042,0.0006951438,0.00002132746,0.0003776518,0.001338679,0.0004312551],"category_scores_gemma":[0.004079573,0.0001413514,0.0001571053,0.0002692492,0.00007602979,0.00009605583,0.0001150568,0.004462427,0.0005264794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199385,"about_ca_system_score_gemma":0.004000986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006231821,"about_ca_topic_score_gemma":0.0005404485,"domain_scores_codex":[0.9946139,0.002380142,0.001870041,0.0001490888,0.000550207,0.0004366511],"domain_scores_gemma":[0.9916716,0.004558211,0.001399904,0.0003295392,0.00190376,0.0001369498],"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":[0.0001726857,0.00001524777,0.0002581355,0.0003437854,0.0001396946,0.00001018318,0.005163508,0.00008359403,0.000001506021,0.0002690271,0.9930841,0.0004585199],"study_design_scores_gemma":[0.0008046926,0.0003253143,0.000004749335,0.001982034,0.000197312,0.0001410075,0.002282007,0.0003861143,7.340999e-7,0.0005737587,0.9931461,0.0001562337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01543064,0.001900795,0.0007033959,0.003329362,0.977428,0.0003567714,0.00007944099,0.00004111021,0.0007304574],"genre_scores_gemma":[0.1295839,0.04812298,0.003329956,0.001804632,0.8010075,0.0001336149,0.000953773,0.0006134334,0.01445017],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1764205,"threshold_uncertainty_score":0.9999578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04701977863888802,"score_gpt":0.3998570855938867,"score_spread":0.3528373069549987,"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."}}