{"id":"W4252252889","doi":"10.32920/ryerson.14639505","title":"Can Broadband Support Environmental Sustainability? An Exploration of Claims at the Household Level","year":2021,"lang":"en","type":"preprint","venue":"","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Broadband; Sustainability; Broadband networks; Videoconferencing; Business; Environmental economics; Telecommunications; Action (physics); Computer science; Economics","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":[0.002396689,0.0002199999,0.0002884463,0.001035366,0.001954703,0.005930684,0.0006702509,0.002237431,0.007785942],"category_scores_gemma":[0.007780573,0.000214518,0.0003024623,0.001478809,0.00845807,0.007319185,0.004231606,0.00182167,0.0003838873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002821637,"about_ca_system_score_gemma":0.00242166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007741685,"about_ca_topic_score_gemma":0.00891812,"domain_scores_codex":[0.9979442,0.001070658,0.00005033343,0.0001710646,0.0004123008,0.0003514951],"domain_scores_gemma":[0.9936191,0.004461061,0.0006416654,0.0003635528,0.0006355538,0.000279013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005239515,0.0001216169,0.01023899,0.0004244912,0.00002902739,0.0006183152,0.01022108,0.002532085,0.001022016,0.9171675,0.002134388,0.05543825],"study_design_scores_gemma":[0.00001696137,0.0001848274,0.03213234,0.001829673,0.00008236336,0.0002523802,0.06782871,0.003898815,0.002639445,0.6566399,0.2344384,0.00005615526],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4035226,0.009337807,0.01274571,0.08372768,0.0003096407,0.00005503318,0.0001328956,0.00003933471,0.4901292],"genre_scores_gemma":[0.988973,0.004031614,0.000703865,0.001240319,0.0000736103,0.00002410698,0.00001478047,0.000009016107,0.004929766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007785942,"threshold_uncertainty_score":0.02604657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05192330023719114,"score_gpt":0.2571509768881561,"score_spread":0.2052276766509649,"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."}}