{"id":"W2092611874","doi":"10.1097/00002480-200101000-00020","title":"Resource Utilization for Peritoneal Catheter Placement","year":2001,"lang":"en","type":"article","venue":"ASAIO Journal","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Catheter; Peritoneal dialysis; Elective surgery; Resource use; Complication; Surgery; Dialysis; Emergency medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002714205,0.00007832662,0.0001322013,0.00009396341,0.000132399,0.00005492505,0.00005129072,0.00002787189,0.0004446541],"category_scores_gemma":[0.00003209433,0.00005599178,0.0001704361,0.00008011868,0.00001713664,0.00004261641,0.00001753154,0.00007918485,0.00002472549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006389135,"about_ca_system_score_gemma":0.00003338511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001819406,"about_ca_topic_score_gemma":0.000001646755,"domain_scores_codex":[0.9992407,0.00002233067,0.000201545,0.0001081916,0.0002478454,0.0001794181],"domain_scores_gemma":[0.9995613,0.00001476984,0.00007165571,0.0001110028,0.00007789565,0.0001634505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004558289,0.003527346,0.0303369,0.0002728906,0.001609862,0.0006568587,0.001962945,0.001558055,0.0036778,0.002730473,0.523176,0.4259325],"study_design_scores_gemma":[0.001943357,0.0004468115,0.009784578,0.0000716112,0.0002949718,0.0001829671,0.0003088888,0.00083061,0.000200241,0.00009925653,0.9857485,0.00008818453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8235695,0.001755186,0.0677582,0.01323217,0.0008192703,0.0009333474,0.00001208408,0.00008513336,0.09183516],"genre_scores_gemma":[0.9736468,0.0002852363,0.001207577,0.002493299,0.001427043,0.00002796084,0.00006142161,0.00002921526,0.02082147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4625725,"threshold_uncertainty_score":0.4868651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04438730918274188,"score_gpt":0.3149254805164743,"score_spread":0.2705381713337325,"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."}}