{"id":"W2042760604","doi":"10.1007/s40670-014-0029-y","title":"Hemodialysis Simulation in Pediatric Nephrology","year":2014,"lang":"en","type":"article","venue":"Medical Science Educator","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; Alberta Health; University of Alberta","funders":"","keywords":"Hemodialysis; Nephrology; Medicine; Internal medicine; Intensive care 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":[0.003754912,0.00009904792,0.000255003,0.0003592112,0.000552447,0.00001077552,0.0004576401,0.0001825311,0.002818008],"category_scores_gemma":[0.003122976,0.00007800898,0.00005877895,0.001493717,0.0002838617,0.0001285655,0.0001160413,0.0004566406,0.0006000966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000245097,"about_ca_system_score_gemma":0.001656787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002759655,"about_ca_topic_score_gemma":0.0003658001,"domain_scores_codex":[0.9972893,0.000299871,0.0004273178,0.0003898691,0.0007854674,0.0008081556],"domain_scores_gemma":[0.9981092,0.0008493254,0.0001081687,0.0002753751,0.00008231248,0.0005756699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002182468,0.0003517416,0.9504184,0.00004660756,0.000002899897,0.000002746709,0.005851539,0.00026072,0.000158224,0.001734216,0.002839849,0.03831122],"study_design_scores_gemma":[0.001580901,0.0001492333,0.8120445,0.00004529931,0.00006656635,0.000001436758,0.001184877,0.08718387,0.00002951507,0.002796495,0.09448162,0.0004356859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890456,0.00002965846,0.0008911435,0.00537149,0.001697216,0.0002022795,5.66067e-7,0.00003710499,0.002724977],"genre_scores_gemma":[0.9936621,0.0000325997,0.0001788491,0.004324313,0.00157296,0.00003705403,0.00000302312,0.00000736721,0.0001817586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1383739,"threshold_uncertainty_score":0.9980935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03232193444282789,"score_gpt":0.3982752908533028,"score_spread":0.3659533564104749,"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."}}