{"id":"W4405126705","doi":"10.1177/20543581241304510","title":"Randomized Trials Using Provincial Health Numbers for Group Assignment","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":true,"ca_institutions":"Population Health Research Institute; McMaster University; Queen's University; University of Toronto; Lawson Health Research Institute; Western University","funders":"Schulich School of Medicine and Dentistry; Canadian Institutes of Health Research; Schulich School of Medicine and Dentistry, Western University; Academic Medical Organization of Southwestern Ontario; Lawson Health Research Institute","keywords":"Randomization; Randomized controlled trial; Medicine; Government (linguistics); Restricted randomization; Clinical trial; Computer science; Statistics; Mathematics; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.1821545,0.0009296156,0.001864123,0.002814715,0.002267161,0.004022918,0.002851673,0.001642951,0.01502588],"category_scores_gemma":[0.4056357,0.0008012013,0.001802111,0.006863837,0.004045404,0.002308348,0.003488377,0.002697517,0.002630125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02617816,"about_ca_system_score_gemma":0.07912231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2889062,"about_ca_topic_score_gemma":0.317014,"domain_scores_codex":[0.5953974,0.3561992,0.01485823,0.00487782,0.02571257,0.002954776],"domain_scores_gemma":[0.7390184,0.1465118,0.02982939,0.03871866,0.04246294,0.003458692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01799067,0.0005820871,0.02247639,0.01850988,0.001952955,0.0002292398,0.005140805,0.01888053,0.001548576,0.1518312,0.1041427,0.656715],"study_design_scores_gemma":[0.06947352,0.00673591,0.06828976,0.02761672,0.003811099,0.0004693829,0.001972059,0.05618146,0.007537583,0.1351285,0.6219649,0.0008190725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04589296,0.009630759,0.5432369,0.03290828,0.00726259,0.1890857,0.02056167,0.003408422,0.1480127],"genre_scores_gemma":[0.3218051,0.002935155,0.5440578,0.006739895,0.0006122279,0.1099136,0.002933378,0.0004433865,0.01055938],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2889062,"threshold_uncertainty_score":0.9633366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06298643332967331,"score_gpt":0.3681687708053435,"score_spread":0.3051823374756702,"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."}}