{"id":"W4411308386","doi":"10.21606/drs.2012.93","title":"UNESCO Cities of Design: Montréal as prototype","year":2012,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001641251,0.00007429819,0.0001152272,0.00004968583,0.0000666622,0.000037682,0.00009620686,0.00002056895,0.0005933305],"category_scores_gemma":[0.0000298936,0.00005838238,0.00003893544,0.00003595555,0.00008477044,0.0006913072,0.00003720278,0.00003720549,0.0000180466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006605482,"about_ca_system_score_gemma":0.000003465046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003715034,"about_ca_topic_score_gemma":0.00001533347,"domain_scores_codex":[0.9994922,0.000002402033,0.0001655458,0.00006049892,0.0001493052,0.0001300016],"domain_scores_gemma":[0.9996064,0.00001390858,0.0001210093,0.00002854397,0.000205483,0.00002465167],"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":[0.0001799041,0.00009419674,0.007629577,0.0005667256,0.00005772239,8.361287e-8,0.06793027,0.000001149064,0.00318974,0.9034258,0.01418245,0.002742368],"study_design_scores_gemma":[0.00110572,0.001383694,0.006150469,0.0003742672,0.0002030528,0.000002015698,0.09273725,0.0001694677,0.07640552,0.03591965,0.7848662,0.0006827427],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6600626,0.0004444944,0.00000345013,0.0001690381,0.0001160021,0.0004762769,0.000002361698,0.00003721428,0.3386886],"genre_scores_gemma":[0.9907776,0.00002410456,0.0003052244,0.00003070588,0.0002286791,0.00004164815,0.000002281946,0.000008131344,0.008581588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8675061,"threshold_uncertainty_score":0.6496553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09895374504607049,"score_gpt":0.2353301588035378,"score_spread":0.1363764137574673,"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."}}