{"id":"W4256017895","doi":"10.1177/089686080602600304","title":"Cycling Forward","year":2006,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Peritoneal dialysis; Cycling; 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":[],"category_scores_codex":[0.0001321568,0.0001190732,0.000219787,0.000223272,0.00006062885,0.00007426622,0.000124748,0.00004123081,0.00110927],"category_scores_gemma":[0.00004657782,0.00009988037,0.0003587868,0.0001662149,0.00004405729,0.00007788974,0.00006520579,0.00007367502,0.0002294795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000892977,"about_ca_system_score_gemma":0.00002438926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002042592,"about_ca_topic_score_gemma":0.00003135569,"domain_scores_codex":[0.9987211,0.00001716236,0.0003045611,0.0002567356,0.0005320696,0.0001684219],"domain_scores_gemma":[0.9995564,0.00002287147,0.00006995904,0.0001772659,0.0000861198,0.00008735895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001265022,0.006001283,0.5194258,0.0002054697,0.006087408,0.0009004291,0.0005244492,0.00378598,0.060907,0.09304979,0.1191463,0.188701],"study_design_scores_gemma":[0.002900606,0.00009916319,0.593437,0.00009883872,0.001344236,0.00003083117,0.0001346879,0.02486305,0.00544019,0.003258878,0.3678651,0.0005274186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6166884,0.0002023795,0.006252541,0.00548121,0.001026751,0.0002245925,0.00002906831,0.0001428571,0.3699522],"genre_scores_gemma":[0.9886366,0.00003002838,0.001458107,0.0005163293,0.001481069,0.00003162336,0.0003803694,0.00001558392,0.007450259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3719482,"threshold_uncertainty_score":0.9998038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008427217514239896,"score_gpt":0.2707491802455778,"score_spread":0.2623219627313378,"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."}}