{"id":"W2129095612","doi":"10.1186/1471-2369-14-192","title":"Attitudes and perceptions of nephrology nurses towards dialysis modality selection: a survey study","year":2013,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Dalhousie University","funders":"","keywords":"Medicine; Dialysis; Nephrology; Home hemodialysis; Peritoneal dialysis; Modality (human–computer interaction); Hemodialysis; Nursing; Family medicine; 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":[0.0004545959,0.0001694367,0.0006135546,0.0002375641,0.00008446756,0.00001933177,0.00008966143,0.0001045001,0.001622167],"category_scores_gemma":[0.000116623,0.0001320457,0.0001406273,0.0003672609,0.0002622588,0.0000679827,0.0001117732,0.000108567,0.0000553824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002826958,"about_ca_system_score_gemma":0.00007982859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004897476,"about_ca_topic_score_gemma":0.004759316,"domain_scores_codex":[0.9982013,0.0005896545,0.0003793676,0.0003875948,0.000191186,0.0002509536],"domain_scores_gemma":[0.99906,0.0001341114,0.0001067702,0.000315417,0.0002361995,0.0001475446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002688676,0.001618761,0.9892742,0.00007279201,0.0007289682,0.000003377246,0.0003431756,0.00003639791,0.00179361,0.0001375794,0.00215993,0.003562348],"study_design_scores_gemma":[0.001232556,0.0008969854,0.9954737,0.000004189259,0.0007249667,0.00000975445,0.0003444627,0.000460518,0.00001254893,0.0001683604,0.0005684472,0.0001034678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971062,0.000134867,0.0004908094,0.000628094,0.00007956967,0.0009368757,0.00001117819,0.00004180825,0.0005705961],"genre_scores_gemma":[0.9976948,0.00004786021,0.0005038647,0.0008819909,0.0001196097,0.0001906919,0.00003718124,0.00001346766,0.000510491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00619955,"threshold_uncertainty_score":0.9992905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600442659319228,"score_gpt":0.3135122441786145,"score_spread":0.2875078175854222,"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."}}