{"id":"W2054932523","doi":"10.1016/j.techsoc.2005.10.011","title":"The relationship of sustainability to telecommunications","year":2005,"lang":"en","type":"article","venue":"Technology in Society","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sustainability; Telecommunications; Metropolitan area; Government (linguistics); Quarter (Canadian coin); Business; Telecommunications equipment; Engineering; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002273504,0.00004108174,0.00007374205,0.00003276327,0.00008392506,0.000003113895,0.0002438663,0.0001039798,0.000004802031],"category_scores_gemma":[0.0001828559,0.0000341475,0.00005087804,0.0007628957,0.000113835,0.00002210469,0.0000431704,0.0001979165,0.000007281762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435738,"about_ca_system_score_gemma":0.00001109449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002093246,"about_ca_topic_score_gemma":0.0003989226,"domain_scores_codex":[0.9996135,0.00001237852,0.0001589763,0.00005297526,0.00003752216,0.0001246169],"domain_scores_gemma":[0.9993793,0.0001655178,0.00001366531,0.0003865341,0.00004370154,0.00001128275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004530829,0.0001235659,0.7029337,0.0000405545,0.0001414331,2.833245e-7,0.007714967,0.06649415,0.001870713,0.09021351,0.01801256,0.1124501],"study_design_scores_gemma":[0.0008004915,0.00009969656,0.476167,0.00003509441,0.00007056051,0.000003518706,0.02412174,0.1928039,0.008323868,0.1720396,0.1248659,0.0006686572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693692,0.0006288334,0.007330953,0.0216412,0.00001242498,0.0001745274,0.000001857177,0.0002830604,0.0005579883],"genre_scores_gemma":[0.9948254,0.00005177338,0.004901139,0.00002210762,0.00000538959,0.00004389984,6.903973e-7,0.000004586919,0.0001450279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2267667,"threshold_uncertainty_score":0.1392495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01076051147988866,"score_gpt":0.2466137587827684,"score_spread":0.2358532473028797,"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."}}