{"id":"W4396992169","doi":"10.1681/asn.20213210s1348b","title":"Vascular Access Selection Among People Receiving Hemodialysis: A Qualitative Study of Shared Decision-Making","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; University of Calgary","funders":"","keywords":"Vascular access; Hemodialysis; Selection (genetic algorithm); Medical decision making; Medicine; Qualitative research; Intensive care medicine; Psychology; Computer science; Family medicine; Internal medicine; Sociology; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02038722,0.0009131703,0.001458465,0.001945065,0.01576414,0.006345553,0.003027547,0.002940694,0.003610172],"category_scores_gemma":[0.03015514,0.001055058,0.0008103336,0.001789807,0.01687594,0.008163492,0.00923358,0.005260488,0.000342634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007394434,"about_ca_system_score_gemma":0.008584978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038448,"about_ca_topic_score_gemma":0.01436664,"domain_scores_codex":[0.97724,0.01785692,0.0005842978,0.000992209,0.0009435234,0.002382957],"domain_scores_gemma":[0.962769,0.02891101,0.00189677,0.0007277611,0.002118188,0.003577246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001556903,0.00001695702,0.0006911913,0.00005399829,0.000002271216,0.0002757725,0.9973942,0.00001216564,0.0001055016,0.0004473822,0.0001375248,0.0008475137],"study_design_scores_gemma":[0.000003183645,0.00002027665,0.0002753166,0.00007018616,0.000001890981,0.00008485629,0.9973032,0.00003685938,0.00004566082,0.0002442364,0.00190746,0.000006733429],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875906,0.0009437909,0.002801138,0.00392118,0.0001136534,0.0002146437,0.0001369256,0.00002259635,0.004255625],"genre_scores_gemma":[0.9959052,0.0006130533,0.001125235,0.0008674608,0.00002322341,0.0002260636,0.00005365305,0.00002390126,0.001162121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02038722,"threshold_uncertainty_score":0.1078192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03958474945603632,"score_gpt":0.4089578829704747,"score_spread":0.3693731335144383,"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."}}