{"id":"W2604077183","doi":"10.1002/pa.1656","title":"Smart art: Whistler, British Columbia's brand transition to include arts and culture","year":2017,"lang":"en","type":"article","venue":"Journal of Public Affairs","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Whistler; The arts; Transition (genetics); Advertising; Media studies; Art history; Art; Visual arts; Sociology; Business; Physics; Chemistry","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008963135,0.00006797471,0.0001964522,0.00003321875,0.001479059,0.00287084,0.0002874795,0.0001242618,0.0007185166],"category_scores_gemma":[0.0004050086,0.00007761821,0.00007191492,0.00009224375,0.0002029055,0.0009715603,0.00005104779,0.000207134,0.000008798403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280712,"about_ca_system_score_gemma":0.0002180946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004448327,"about_ca_topic_score_gemma":0.2043914,"domain_scores_codex":[0.9988618,0.00005905434,0.0002719385,0.0001199637,0.0004339734,0.0002532878],"domain_scores_gemma":[0.9988608,0.00001761572,0.0002780665,0.00009721767,0.0003437514,0.0004025573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006308572,0.00003397338,0.003488521,0.000003895648,0.00002969281,0.00004266145,0.006216718,4.852228e-7,0.00005684867,0.00008419836,0.9536224,0.03641431],"study_design_scores_gemma":[0.0004300072,0.00007390918,0.02775525,0.00007963477,0.00001399829,0.00006912433,0.009125189,0.000001074318,0.000007463164,0.000449344,0.9618758,0.0001192071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6110275,0.0007289424,0.0004772276,0.2184419,0.001737419,0.0004813733,0.00002800271,0.000042798,0.1670347],"genre_scores_gemma":[0.9178296,0.0003409564,0.0004249811,0.0002590818,0.0005628546,0.000002596466,0.000002404823,0.000006658375,0.08057086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3068021,"threshold_uncertainty_score":0.9998209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04121424171423522,"score_gpt":0.286866487246024,"score_spread":0.2456522455317888,"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."}}