{"id":"W4285891544","doi":"10.5539/jsd.v15n5p1","title":"Comparative Sustainability Assessment: Rome, Italy and São Paulo, Brazil","year":2022,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Metropolitan area; Ranking (information retrieval); Geography; Population; Regional science; Sociology; Demography; Archaeology; Computer science; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001896296,0.000315526,0.0005946357,0.0005886784,0.0006424384,0.0001585209,0.0003631923,0.00005395833,0.0001955665],"category_scores_gemma":[0.00005664774,0.0003137097,0.00009683012,0.0006930206,0.00005652778,0.000532698,0.0003566988,0.0007125117,0.000001074349],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004299386,"about_ca_system_score_gemma":0.001818775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006780003,"about_ca_topic_score_gemma":0.000002020032,"domain_scores_codex":[0.9972194,0.0001683781,0.000855663,0.000239434,0.0007719481,0.0007451812],"domain_scores_gemma":[0.9983423,0.0001429885,0.0002726796,0.0002033401,0.0007882827,0.0002504334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.001022287,0.003429916,0.05293163,0.007106056,0.004431462,0.02170807,0.1138469,0.5574735,0.002642215,0.03914583,0.1400552,0.05620695],"study_design_scores_gemma":[0.002912195,0.000789989,0.09100305,0.00004842101,0.0001078212,0.0006489224,0.5544017,0.004791711,0.001146061,0.007798378,0.3352918,0.001060001],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852527,0.001536255,0.01000344,0.0003082916,0.0003218798,0.0006098069,0.000002790068,0.00009422249,0.001870632],"genre_scores_gemma":[0.9920763,0.00004589241,0.004308197,0.00008004619,0.00005738818,0.00009894632,0.000005895289,0.00003838664,0.0032889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5526817,"threshold_uncertainty_score":0.9999315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037226802439349,"score_gpt":0.2666871463912962,"score_spread":0.2563148783669027,"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."}}