{"id":"W4247249806","doi":"10.1177/089686080802805s01","title":"Foreword","year":2008,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Therapeutic Uses of Natural Elements","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Peritoneal dialysis; Medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0001789874,0.0001215833,0.0001801295,0.000140182,0.0005234522,0.00000453685,0.0003977623,0.0001124187,0.005949094],"category_scores_gemma":[0.0001525738,0.0001081151,0.0001300861,0.000142505,0.00007192564,0.0001784841,0.0001422144,0.0003746681,0.001549866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002061139,"about_ca_system_score_gemma":0.0001000093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002178267,"about_ca_topic_score_gemma":0.00008877779,"domain_scores_codex":[0.9984387,0.0001116108,0.0004055825,0.0002321561,0.0004926764,0.0003192688],"domain_scores_gemma":[0.9991415,0.000187925,0.0001435915,0.0002092219,0.0002261033,0.00009172962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004988228,0.0004287948,0.8345199,0.0000344276,0.001232469,0.00008944741,0.01115487,0.00005863617,0.005618232,0.01361419,0.1070018,0.02574841],"study_design_scores_gemma":[0.001687376,0.00004236082,0.3412406,0.0000348185,0.00004327666,0.00001403796,0.000439319,0.001526854,0.0003334934,0.0008209823,0.653522,0.0002948635],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962249,0.00008999566,0.0003928572,0.003692373,0.003040377,0.0002340186,0.00009202537,0.0001381211,0.03007118],"genre_scores_gemma":[0.9771273,0.00009594511,0.001334169,0.00251933,0.001248719,0.0000917502,0.0001049917,0.00001993071,0.01745785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5465202,"threshold_uncertainty_score":0.9992275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055123829231847,"score_gpt":0.4520644923594712,"score_spread":0.3465521094362864,"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."}}