{"id":"W2073958531","doi":"10.3747/pdi.2013.00077","title":"Reflections on Education Interventions and Optimal Dialysis Starts","year":2013,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Humber River Regional Hospital; Western University","funders":"","keywords":"Peritoneal dialysis; Medicine; Psychological intervention; Intensive care medicine; Dialysis; Hemodialysis; Internal medicine; Nursing","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":[0.0001382808,0.0001705473,0.0002681155,0.0005691657,0.0001496947,0.0002050433,0.0001178239,0.00005635012,0.00336328],"category_scores_gemma":[0.0001447114,0.0001464035,0.0004479616,0.0002810395,0.00008456677,0.0002112136,0.00009039015,0.0001316528,0.0003607563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000145866,"about_ca_system_score_gemma":0.00006416895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003450532,"about_ca_topic_score_gemma":0.00005000742,"domain_scores_codex":[0.9985448,0.0000562917,0.0003943726,0.0003855964,0.000444041,0.0001749735],"domain_scores_gemma":[0.9991452,0.00004341374,0.0001105543,0.0002592581,0.0002205037,0.0002211208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007761865,0.01745432,0.03872095,0.0004966314,0.01216538,0.00005108843,0.004196305,0.00124899,0.02072367,0.0618855,0.1215134,0.7207676],"study_design_scores_gemma":[0.003327889,0.0009823515,0.7972813,0.0008629278,0.004748368,0.00005596362,0.003416144,0.01215832,0.001675343,0.00316966,0.1711554,0.001166333],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8621638,0.0002685504,0.00193238,0.01372933,0.001302348,0.0006650293,0.00003620546,0.0001170513,0.1197853],"genre_scores_gemma":[0.986905,0.0001746088,0.002158464,0.001058505,0.0006479911,0.0003751044,0.0003822941,0.00001962168,0.008278422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7585604,"threshold_uncertainty_score":0.9975478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03309279241183648,"score_gpt":0.3696589674798382,"score_spread":0.3365661750680017,"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."}}