{"id":"W1748844744","doi":"10.3747/pdi.2015.00089","title":"Catheter Insertion and Perioperative Practices within the ISPD North American Research Consortium","year":2015,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; Western University","funders":"Baxter Healthcare Corporation","keywords":"Peritoneal dialysis; Medicine; Perioperative; Catheter; Population; Family medicine; Surgery; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006971595,0.0001816506,0.0001512172,0.001838341,0.001137891,0.001293321,0.001089382,0.0003739599,0.001786667],"category_scores_gemma":[0.01493922,0.0002096823,0.0002051624,0.003386777,0.0007728611,0.0006129325,0.00152083,0.0005178548,0.0002452058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002385032,"about_ca_system_score_gemma":0.006718746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05050883,"about_ca_topic_score_gemma":0.07940666,"domain_scores_codex":[0.9931148,0.002929019,0.000781458,0.000724925,0.001795009,0.0006548168],"domain_scores_gemma":[0.9578083,0.007040297,0.02016175,0.001628952,0.006953896,0.006406804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002482519,0.0000532544,0.9907196,0.00004367281,0.00001529005,0.00005405513,0.001235655,0.00003193825,0.0001250291,0.00003686918,0.0008020329,0.006857815],"study_design_scores_gemma":[0.000005272565,0.00008669697,0.9942153,0.00006439442,0.000009232635,0.0002428084,0.003229154,0.0001058322,0.0001037828,0.00001271907,0.001918934,0.000005776505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952474,0.0005772292,0.0002213796,0.0007859753,0.00001065826,0.00007273805,0.0006971544,0.00001375455,0.002373629],"genre_scores_gemma":[0.9958627,0.0009153442,0.001136028,0.0003432947,0.0000320415,0.0001334908,0.00110458,0.000006077495,0.0004663325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05050883,"threshold_uncertainty_score":0.1004297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09054025753562332,"score_gpt":0.3982983742554646,"score_spread":0.3077581167198413,"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."}}