{"id":"W4232991451","doi":"10.22215/timreview877","title":"The City as Living Laboratory: Empowering Citizens with the Citadel Toolkit","year":2015,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Architecture and Computational Design","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Living lab; Architectural engineering; Sociology; Political science; Engineering; Computer science; Human–computer interaction","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":[0.0006577594,0.0001361629,0.0001325394,0.0001584312,0.0001672727,0.00003902363,0.0003576686,0.00004263086,0.00001437061],"category_scores_gemma":[0.00007555007,0.00007859676,0.0000161124,0.002493334,0.00008632122,0.00006535911,0.0001002658,0.0002239082,0.00006839538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004932262,"about_ca_system_score_gemma":0.00001931541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.206595e-7,"about_ca_topic_score_gemma":0.000002471826,"domain_scores_codex":[0.9992154,0.00002635069,0.0002349933,0.0001353845,0.0002090658,0.0001788702],"domain_scores_gemma":[0.9993123,0.00005949036,0.00007376953,0.0003552528,0.0001849176,0.00001431445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005210663,0.00001319273,0.0003820225,0.000605846,0.0002909779,0.00002001315,0.0001081982,0.002292886,0.000057974,0.7393145,0.08888891,0.1680203],"study_design_scores_gemma":[0.0001574263,0.00006422825,0.0006605419,0.0009927686,0.00007668051,0.00002036926,0.0002996125,0.0005650212,0.00008874596,0.01820077,0.9786065,0.0002673368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0835866,0.1142249,0.5577117,0.1029293,0.000729794,0.004586312,0.000007475606,0.00544168,0.1307823],"genre_scores_gemma":[0.9799551,0.008840906,0.004050563,0.005422604,0.00008664648,0.0005334381,0.00001228309,0.00005593395,0.001042563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8963684,"threshold_uncertainty_score":0.3205083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493471958018439,"score_gpt":0.2521174984648748,"score_spread":0.2371827788846904,"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."}}