{"id":"W4386733425","doi":"10.1002/ajs4.290","title":"It is time for nationally equitable access to assistive technology and home modifications in Australia: An equity benchmarking study","year":2023,"lang":"en","type":"article","venue":"Australian Journal of Social Issues","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Monash University","keywords":"Equity (law); Benchmarking; Project commissioning; Government (linguistics); Business; Publishing; Investment (military); Finance; Actuarial science; Marketing; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01219127,0.0001760545,0.0003714111,0.001875165,0.001479387,0.00240781,0.0007281546,0.0006142422,0.002746972],"category_scores_gemma":[0.02367052,0.0002025985,0.0003950542,0.003154976,0.001109785,0.003013357,0.003515151,0.001071755,0.0002069366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005444679,"about_ca_system_score_gemma":0.004619783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0570673,"about_ca_topic_score_gemma":0.05964983,"domain_scores_codex":[0.9937152,0.002978997,0.000510259,0.0003690766,0.001415653,0.001010851],"domain_scores_gemma":[0.9849691,0.003600162,0.003889413,0.0007482201,0.004808965,0.001984031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003057603,0.0008973034,0.8673735,0.000366178,0.0001631896,0.0003064328,0.02852489,0.001064121,0.0003462429,0.01284389,0.002973473,0.08483516],"study_design_scores_gemma":[0.00001783123,0.0005907196,0.9677542,0.0003661665,0.00006086123,0.0001450866,0.02250918,0.001746511,0.0001715204,0.001445664,0.005166078,0.00002611435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922189,0.0004048117,0.0004099037,0.001044511,0.00001209661,0.0000784667,0.0001656688,0.000002439434,0.005663364],"genre_scores_gemma":[0.9992059,0.0001116027,0.0002056794,0.00006638989,0.000005252316,0.00004280988,0.00006482236,0.000001386857,0.0002962286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0570673,"threshold_uncertainty_score":0.1134703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2901939464113855,"score_gpt":0.5358404319792238,"score_spread":0.2456464855678383,"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."}}