{"id":"W4415586588","doi":"10.21083/crrf.v29i1.7689","title":"Improving Information Services to Remote, Rural and Indigenous Populations in Canada","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Indigenous; Empowerment; Service (business); Quality (philosophy); Local community; Rural area; Presentation (obstetrics); Vocational education; Service delivery framework","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":[0.0005051273,0.0002169329,0.0002461021,0.0009899233,0.0008834359,0.000491,0.0003946512,0.0001712273,0.00001727494],"category_scores_gemma":[0.0004961457,0.0002178309,0.00003005224,0.003255327,0.00007804097,0.002501822,0.0002464685,0.0002009743,0.000005978585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002632792,"about_ca_system_score_gemma":0.001633438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9850495,"about_ca_topic_score_gemma":0.9935741,"domain_scores_codex":[0.9984165,0.000007271153,0.0007724216,0.000166588,0.0002789678,0.0003581899],"domain_scores_gemma":[0.9981638,0.000009046395,0.0006440528,0.0001009572,0.001050749,0.00003136685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000173679,0.000008606543,0.5771449,0.001939087,0.00003268523,1.115487e-7,0.001689336,0.0000785935,0.00006251787,0.3239555,0.0004047773,0.09466647],"study_design_scores_gemma":[0.0005479777,0.00001122838,0.9308043,0.002198203,0.0001109364,0.000001588752,0.01811895,0.01166342,0.0001762864,0.01782446,0.01797512,0.0005675606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857175,0.0001386088,0.0002507287,0.00550249,0.0009570242,0.001678122,0.00001023557,0.00002248635,0.005722827],"genre_scores_gemma":[0.9969742,0.0000236192,0.00031241,0.002303314,0.00004767508,0.00002273302,0.0001051249,0.00001078578,0.0002001252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3536594,"threshold_uncertainty_score":0.8882885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009149722359311878,"score_gpt":0.2142702741108398,"score_spread":0.2051205517515279,"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."}}