{"id":"W2742495459","doi":"10.1111/ijcp.13000","title":"Seasonal pattern of incidence and outcome of Acute Kidney Injury: A national study of Welsh AKI electronic alerts","year":2017,"lang":"en","type":"article","venue":"International Journal of Clinical Practice","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Llywodraeth Cymru","keywords":"Medicine; Acute kidney injury; Incidence (geometry); Welsh; Cohort; Cohort study; Emergency medicine; Quarter (Canadian coin); Epidemiology; Pediatrics; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005764791,0.0001531888,0.0008400353,0.0002642096,0.00005509783,0.00004248882,0.0009433659,0.0001364527,0.000219036],"category_scores_gemma":[0.05047638,0.0001247554,0.0002771644,0.00008162561,0.0003905486,0.001047704,0.0003989219,0.001105475,0.000005255885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009997166,"about_ca_system_score_gemma":0.001707579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001615159,"about_ca_topic_score_gemma":0.000007487448,"domain_scores_codex":[0.9936246,0.0003720691,0.002476643,0.000233987,0.003093184,0.0001995658],"domain_scores_gemma":[0.986019,0.002223671,0.005046064,0.0003599723,0.005982842,0.0003684345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0100818,0.003724931,0.956314,0.00005494905,0.004375132,0.0002859135,0.0002306336,6.660352e-7,0.001090176,0.0003291332,0.007448424,0.01606421],"study_design_scores_gemma":[0.01033375,0.008329155,0.9645085,0.0004310891,0.001093314,0.001386029,0.0002860441,0.0003808309,0.001330231,0.0006984564,0.01106106,0.0001615866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766532,0.00004272258,0.0003514115,0.01959231,0.0007008492,0.0002904834,0.0002536316,0.000003666058,0.002111715],"genre_scores_gemma":[0.9966515,0.0003754859,0.001004626,0.001222199,0.0005291302,0.00000376679,0.000008514095,0.00001721717,0.0001876025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04471159,"threshold_uncertainty_score":0.9575219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108691515997269,"score_gpt":0.5587615838014024,"score_spread":0.4500700678041334,"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."}}