{"id":"W3134132076","doi":"10.1097/ieb.0b013e3181f43daf","title":"CUSUM","year":2011,"lang":"en","type":"article","venue":"Evidence-Based Ophthalmology","topic":"Cerebral Venous Sinus Thrombosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Reprint; CUSUM; Queen (butterfly); Library science; Optometry; Geography; Computer science; Medicine; Engineering; Operations management; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003407236,0.000229476,0.0004758874,0.0002095094,0.00008925524,0.000008223846,0.0002356335,0.0002236104,0.01411771],"category_scores_gemma":[0.0005163529,0.0002023425,0.0001931073,0.0003283258,0.000286657,0.0001664548,0.00006593557,0.000295806,0.001648131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001423658,"about_ca_system_score_gemma":0.0003619056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004967853,"about_ca_topic_score_gemma":0.000004065076,"domain_scores_codex":[0.9982743,0.0001390001,0.0003390387,0.0004729325,0.0002613344,0.0005133775],"domain_scores_gemma":[0.9985276,0.0002412923,0.0001114007,0.000703998,0.0001600511,0.0002556748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001653495,0.001543301,0.9636149,0.0003428398,0.0001935374,0.006035312,0.0007937562,0.000005311465,0.0150054,0.001882828,0.005439671,0.003489604],"study_design_scores_gemma":[0.001478611,0.004392047,0.9437563,0.0006559443,0.0002787675,0.007192988,0.00008085372,0.0001221807,0.03941993,0.001207037,0.0009839014,0.0004314024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954684,0.0008746543,0.0001399853,0.001767326,0.0004851508,0.000437366,0.00000340295,0.0001601227,0.04144797],"genre_scores_gemma":[0.9907327,0.00001727786,0.005989965,0.001217776,0.0001910534,0.00004985677,0.000008015429,0.000043379,0.001749935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03969803,"threshold_uncertainty_score":0.9991292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.179790399296487,"score_gpt":0.3329684268982792,"score_spread":0.1531780276017922,"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."}}