{"id":"W7037305615","doi":"","title":"From Digitalization to Capturing \"Cityness\": is it possible to make the essence of good cities measurable with sensors and algorithms?","year":2022,"lang":"en","type":"article","venue":"University of Twente Research Information","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Canadian Institute of Steel Construction","keywords":"Operationalization; Bridge (graph theory); Relation (database); Value (mathematics); Internet of Things","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00272251,0.000482501,0.0002995012,0.001998277,0.001369123,0.005343798,0.0007106043,0.001082332,0.004517141],"category_scores_gemma":[0.01066329,0.0003362508,0.0003785339,0.002199964,0.01350612,0.01088177,0.004498642,0.001676037,0.0003829153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002619158,"about_ca_system_score_gemma":0.001199652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004265349,"about_ca_topic_score_gemma":0.006665609,"domain_scores_codex":[0.9981859,0.0008741611,0.00007644659,0.0003484698,0.0003999851,0.0001150727],"domain_scores_gemma":[0.9930721,0.003904848,0.001121904,0.0009845716,0.0007089889,0.0002075775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002493311,0.0001469166,0.08062012,0.001360751,0.0001324296,0.000424354,0.03292693,0.00544061,0.00829408,0.5902625,0.004958974,0.275183],"study_design_scores_gemma":[0.00003755526,0.0007229847,0.1366225,0.002363389,0.0001654472,0.001184725,0.1237678,0.008658082,0.01734512,0.5176414,0.1911497,0.0003414026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.569903,0.007316156,0.2063098,0.02654217,0.0005872344,0.0003068796,0.0009332335,0.0002846652,0.1878168],"genre_scores_gemma":[0.9608185,0.002275177,0.03226827,0.0009261444,0.00007039768,0.0001054138,0.0001070458,0.00005261788,0.003376434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005343798,"threshold_uncertainty_score":0.01900345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460603639493214,"score_gpt":0.2358279695714999,"score_spread":0.2112219331765678,"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."}}