{"id":"W4415586817","doi":"10.21083/crrf.v36i1.8091","title":"Empowering Manitoba: Community Broadband Initiatives, Digital Adoption, and Priorities for Digital Transformation in all corners of the Province","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Digital transformation; Digital divide; Broadband; The Internet; Service provider; Mainstream; Internet access","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001290563,0.0002816928,0.0002094173,0.0008326141,0.01670345,0.005447094,0.00134121,0.001080143,0.003752436],"category_scores_gemma":[0.002471899,0.0002667557,0.000191826,0.002063191,0.004583264,0.001341044,0.004486864,0.002002894,0.0002555331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03997183,"about_ca_system_score_gemma":0.1454477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9386739,"about_ca_topic_score_gemma":0.9833152,"domain_scores_codex":[0.9987079,0.0002757583,0.00002106087,0.00006173714,0.000163306,0.0007701663],"domain_scores_gemma":[0.9980878,0.0003586007,0.00008652997,0.00006369559,0.0004411541,0.0009622157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003300153,0.000498171,0.2025865,0.0009417426,0.00005170331,0.006716242,0.4820603,0.0009222788,0.01098241,0.07957235,0.0292093,0.1861289],"study_design_scores_gemma":[0.00002556655,0.0001105775,0.09422617,0.0005542506,0.00003984083,0.0005280559,0.7574578,0.0006272981,0.001217507,0.003877368,0.1412765,0.00005898366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8960516,0.003131047,0.001032027,0.04378363,0.0001314695,0.0002676149,0.0002192981,0.00007910688,0.05530416],"genre_scores_gemma":[0.9739476,0.002644639,0.001888202,0.002472729,0.00001678758,0.0001352129,0.0001043287,0.00002402367,0.01876645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06132609,"threshold_uncertainty_score":0.2900172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571076575757304,"score_gpt":0.2574073030062642,"score_spread":0.2416965372486912,"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."}}