{"id":"W4401967517","doi":"10.1177/20543581241264465","title":"Five Things to Know About Depression in Hemodialysis","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Health; University of Saskatchewan","funders":"Canadian Medical Association","keywords":"Medicine; Hemodialysis; Depression (economics); Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003179871,0.0002112548,0.0007487903,0.0006573087,0.004677123,0.003319066,0.00102941,0.003259277,0.002794584],"category_scores_gemma":[0.0192238,0.0003264753,0.00097635,0.0007173305,0.001839836,0.003771741,0.001892357,0.009406332,0.000254943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003407331,"about_ca_system_score_gemma":0.006161594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0274795,"about_ca_topic_score_gemma":0.06587044,"domain_scores_codex":[0.9965017,0.001743994,0.0004298899,0.0001251227,0.000660938,0.0005382957],"domain_scores_gemma":[0.9905537,0.002573904,0.001224959,0.0001358655,0.00154408,0.003967519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005464244,0.001836058,0.4194271,0.002521502,0.0009188647,0.004275643,0.04103443,0.0002481491,0.0003902969,0.00767022,0.1531832,0.367948],"study_design_scores_gemma":[0.0004156577,0.0009831673,0.5835792,0.01209276,0.001635999,0.007198063,0.2406126,0.0008654876,0.0003817987,0.0291032,0.1225953,0.0005368087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1865374,0.06738976,0.0006787651,0.707581,0.009439885,0.0001455624,0.0002750374,0.00003397514,0.02791855],"genre_scores_gemma":[0.9001817,0.02478336,0.001430096,0.0678295,0.003116365,0.00007179357,0.0001590919,0.00001060331,0.00241758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0274795,"threshold_uncertainty_score":0.0546391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007368088165184161,"score_gpt":0.2757403354199425,"score_spread":0.2683722472547584,"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."}}