{"id":"W7045893029","doi":"","title":"\"For Better or Worse\": Imagining Innovation in Smart City Municipal Design","year":2022,"lang":"en","type":"article","venue":"San José State University ScholarWorks (San Jose State University)","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smart city; Ambiguity; Negotiation; Service (business); Work (physics); Scholarship; The Internet; Bureaucracy; Product (mathematics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006482009,0.0003845652,0.0004018894,0.002463981,0.0008799277,0.0001004323,0.0009086573,0.0001281959,0.0004441895],"category_scores_gemma":[0.0000679052,0.0004997836,0.0001223315,0.003994611,0.0002074184,0.001234211,0.0005976751,0.001353165,0.00000889901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145272,"about_ca_system_score_gemma":0.0001393162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002457884,"about_ca_topic_score_gemma":0.0005803033,"domain_scores_codex":[0.9977496,0.0002434598,0.000335477,0.000542968,0.0002987937,0.0008297392],"domain_scores_gemma":[0.9988471,0.0002444514,0.0001476816,0.0004871776,0.0001518213,0.0001217164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007729511,0.0005670018,0.07813761,0.0003515866,0.001194616,0.007329908,0.02868578,0.759144,0.002024533,0.008325808,0.02443344,0.0820762],"study_design_scores_gemma":[0.01011877,0.00087109,0.01034143,0.0001925727,0.0001746713,0.0000379745,0.08973707,0.06688271,0.001223361,0.002442601,0.8154398,0.002537976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920549,0.00004399268,0.07385431,0.0002526649,0.0004769127,0.0007079815,0.0003799533,0.0008988081,0.002836415],"genre_scores_gemma":[0.9831902,0.0001743704,0.01027977,0.0001353433,0.0000271024,0.000002953352,0.0001394623,0.00007590343,0.005974858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7910063,"threshold_uncertainty_score":0.9997454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558362561673512,"score_gpt":0.2015109620441448,"score_spread":0.1759273364274097,"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."}}