{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002167922,0.00006479512,0.0001397961,0.0006095787,0.0006275379,0.0004356961,0.0001748528,0.00006471049,0.000002539908],"category_scores_gemma":[0.004212912,0.00007493206,0.000003520081,0.00226333,0.0001475666,0.0006114162,0.0002767299,0.0003274044,7.829396e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00206483,"about_ca_system_score_gemma":0.009837396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9328296,"about_ca_topic_score_gemma":0.9859455,"domain_scores_codex":[0.9979135,0.000439872,0.0001657368,0.0002520304,0.0008087353,0.0004201195],"domain_scores_gemma":[0.9978864,0.001346949,0.00004000289,0.0001020386,0.0005323067,0.00009231326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008416452,0.0006680191,0.4424817,0.003417101,0.0005350643,0.0002906136,0.1009574,0.000008830617,0.1364291,0.1546943,0.004892976,0.1547832],"study_design_scores_gemma":[0.001279447,0.0002036848,0.1201968,0.006230791,0.0000610849,0.000002026251,0.5781423,0.0002473905,0.2361579,0.0339568,0.02256179,0.0009600205],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532961,0.0001860092,0.0001103409,0.03111957,0.00004930874,0.0009323299,0.0000127903,0.00003719465,0.01425636],"genre_scores_gemma":[0.9902954,0.001149686,0.007500081,0.0002406758,0.00008215893,0.0001143173,6.416402e-7,0.000008061513,0.0006089984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4771849,"threshold_uncertainty_score":0.9957759,"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."}}