{"id":"W4407316543","doi":"10.1371/journal.pone.0318458","title":"Identifying priorities and developing collaborative action plans to improve accessible housing practice, policy, and research in Canada","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autism Canada; Dalhousie University; Wellesley Institute; Barrie Urology Group; EllisDon (Canada); Centre for Interdisciplinary Research in Rehabilitation; Praxis Spinal Cord Institute; Université Laval; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Spinal Cord Injury Ontario; Health Sciences Centre; University Health Network; University of Toronto; Toronto Rehabilitation Institute; Sunnybrook Health Science Centre","funders":"Accessibility Standards Canada; Government of Canada; Canadian Institutes of Health Research; Rick Hansen Foundation","keywords":"Delphi method; Government (linguistics); Public relations; Cohesion (chemistry); Best practice; Delphi; Action (physics); Political science; Business; Economic growth; Computer science; Economics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07470684,0.0008932477,0.001173458,0.01000516,0.03352714,0.01463598,0.004516978,0.003316608,0.003844494],"category_scores_gemma":[0.05914112,0.001121704,0.001240342,0.008968532,0.00785324,0.006040106,0.01894465,0.004266921,0.0003636131],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2104741,"about_ca_system_score_gemma":0.6623299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9644435,"about_ca_topic_score_gemma":0.9744467,"domain_scores_codex":[0.9257053,0.03416989,0.003599802,0.002775868,0.01340486,0.02034424],"domain_scores_gemma":[0.9327578,0.01384034,0.002678962,0.001104189,0.02861885,0.02099987],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002648833,0.0004037501,0.05903556,0.005603338,0.0002692589,0.002258695,0.3507816,0.005230985,0.00283768,0.1202972,0.05683792,0.3961791],"study_design_scores_gemma":[0.00008341864,0.0001851364,0.04448855,0.00540567,0.0001128119,0.0002205063,0.6935511,0.004486046,0.001380411,0.03009138,0.2196695,0.0003255393],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3894776,0.02987313,0.06639821,0.3089702,0.00225185,0.01020596,0.001839396,0.0007123634,0.1902714],"genre_scores_gemma":[0.8695767,0.01101838,0.0946997,0.006884824,0.00009333395,0.002397501,0.0007917603,0.000103972,0.01443391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9252931,"threshold_uncertainty_score":0.9157382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3334300298515765,"score_gpt":0.5266196532808542,"score_spread":0.1931896234292778,"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."}}