{"id":"W4402962436","doi":"10.18280/ijsdp.190911","title":"The Impact of Digital Technologies on Urban Life Quality and Social Dynamics in Bismayah","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Environmental planning; Computer science; Environmental science; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002182611,0.00007293294,0.0001053008,0.0002984335,0.00004599462,0.0001752956,0.0001277422,0.00005226201,6.782772e-7],"category_scores_gemma":[0.0001218217,0.00004878081,0.00002820901,0.00008963796,0.0000546805,0.0001872403,0.00005903838,0.0001826996,1.282359e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002371458,"about_ca_system_score_gemma":0.00006887272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006968433,"about_ca_topic_score_gemma":0.000001333503,"domain_scores_codex":[0.9994363,0.000004046728,0.0002581966,0.00004617182,0.0001362402,0.0001190253],"domain_scores_gemma":[0.9996805,0.0001531039,0.00005080827,0.00002162084,0.00008334181,0.0000106679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004980235,0.00006967168,0.4437021,0.0005321144,0.002043947,0.00237893,0.02802835,0.008339658,0.00006660581,0.1987138,0.006366745,0.3092601],"study_design_scores_gemma":[0.001241524,0.0002844089,0.2931055,0.0008818333,0.00001791882,0.0001697013,0.6293572,0.0214745,0.0009401099,0.03492346,0.01700333,0.0006005414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996526,0.001992197,0.0001973061,0.0005789301,0.0001380726,0.00002901511,0.000004758312,0.00005218014,0.0004815269],"genre_scores_gemma":[0.9997069,0.0001393207,0.00006661376,0.000002269837,0.00002963368,0.000001453345,0.000002665846,0.000005492597,0.00004569469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6013288,"threshold_uncertainty_score":0.1989224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684176306684694,"score_gpt":0.2771953749887173,"score_spread":0.2603536119218704,"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."}}