{"id":"W7099849273","doi":"","title":"British Society for Rheumatology Biologics Register Control Centre Consortium, A. J. Silman,","year":2007,"lang":"en","type":"article","venue":"","topic":"Byzantine Studies and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rheumatology; Rheumatoid arthritis; Incidence (geometry); Cohort; Observational study; Arthritis; Cohort study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002580596,0.0001230656,0.0002891082,0.0000180658,0.0004402058,0.00005730611,0.00009965826,0.00007296632,0.003299483],"category_scores_gemma":[0.00003552591,0.0001114754,0.0003043017,0.00001147248,0.000574205,0.00005363949,0.00002812774,0.00008423929,0.00003860088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007043058,"about_ca_system_score_gemma":0.00001664966,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009353186,"about_ca_topic_score_gemma":0.02366322,"domain_scores_codex":[0.9989849,0.000009637341,0.0003101334,0.0002282358,0.00006204647,0.0004049935],"domain_scores_gemma":[0.9993377,0.0001973299,0.0001079319,0.0001227703,0.0001842899,0.00004996631],"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":[0.0000255811,0.00003993305,0.001474274,0.00003560665,0.00008686755,0.000002877855,0.002552468,1.0535e-7,0.000005217454,0.4733175,0.5211435,0.001316095],"study_design_scores_gemma":[0.001072376,0.00004874611,0.0003137918,0.00001184808,0.00003299145,0.000009895515,0.006570664,0.00002424333,0.000003494522,0.0001821063,0.9915586,0.0001712108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02479006,0.003632927,0.00458379,0.004943104,0.002746354,0.0008547451,0.0001621927,0.0003873093,0.9578995],"genre_scores_gemma":[0.8891796,0.0002097245,0.0005550836,0.004366469,0.0004510712,0.00001545061,0.00002981071,0.00002364808,0.1051691],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8643895,"threshold_uncertainty_score":0.9976116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02177799835921074,"score_gpt":0.2183812139331001,"score_spread":0.1966032155738894,"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."}}