{"id":"W7066622940","doi":"","title":"The impact of the COVID-19 pandemic on home dialysis modality use in Canada","year":2023,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Home hemodialysis; Dialysis; Pandemic; Hemodialysis; Home dialysis; Modalities; Logistic regression","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009515714,0.0001543357,0.0002919595,0.00007382386,0.0002075266,0.00001051675,0.0004980426,0.00008597792,0.000003487275],"category_scores_gemma":[0.0001119351,0.0001170654,0.000204492,0.0004055366,0.0001230701,0.00005445645,0.0001096509,0.0003552734,0.000002344489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009439329,"about_ca_system_score_gemma":0.0007621715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.973561,"about_ca_topic_score_gemma":0.9992013,"domain_scores_codex":[0.9991812,0.00007564684,0.000104733,0.0001998115,0.0002360005,0.000202589],"domain_scores_gemma":[0.9985815,0.0005408032,0.0002972131,0.0004724195,0.00006144307,0.00004658787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001242189,0.00002652828,0.9859016,0.00001984484,0.0001669758,0.000004980953,0.0001360801,0.009546542,0.00008132087,0.001314969,0.0009652759,0.001711652],"study_design_scores_gemma":[0.0002406228,0.00002119808,0.972008,0.00004200968,0.00005427673,8.070194e-8,0.02149727,0.0004102491,0.0000450632,0.005419856,0.000121976,0.0001394056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988046,0.000006865155,0.00006541665,0.0004807329,0.0001128744,0.0001772716,0.0001365002,0.0000280562,0.00018766],"genre_scores_gemma":[0.9994241,0.0000205942,0.00004125845,0.000004591573,0.000009650691,3.100224e-7,0.00005860369,0.00001196151,0.0004289306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02564032,"threshold_uncertainty_score":0.4773789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830733141014308,"score_gpt":0.250856051943723,"score_spread":0.2225487205335799,"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."}}