{"id":"W1954591221","doi":"10.29173/cjs10514","title":"Buzz as an Urban Resource","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Sociology","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Articulation (sociology); Marketing buzz; Politics; Sociology; The arts; Urban culture; Urban politics; Global city; Media studies; Social science; Public administration; Regional science; Political economy; Political science; Law; Advertising; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007344259,0.0000587427,0.0001167015,0.00004451504,0.001038115,0.00008327606,0.0004293486,0.000147991,0.003686864],"category_scores_gemma":[0.00021461,0.00003696601,0.00004983689,0.00007842371,0.001026931,0.0001391734,0.000008322675,0.0003285974,0.0001295181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002912222,"about_ca_system_score_gemma":0.001912235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2083885,"about_ca_topic_score_gemma":0.2708159,"domain_scores_codex":[0.9990188,0.0002868656,0.0001829649,0.00005845763,0.0001197479,0.000333174],"domain_scores_gemma":[0.998981,0.00008159874,0.000133329,0.00007988587,0.0001951333,0.0005290618],"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":[0.00000290675,0.000003700002,0.01192874,4.491176e-7,0.00003082932,0.00001975966,0.07831024,0.000003436891,0.0000121512,0.02892591,0.8765104,0.004251481],"study_design_scores_gemma":[0.00007857216,0.00007154336,0.01658491,0.000004790522,0.000007078103,0.00002522843,0.03445037,6.095696e-7,0.000005539488,0.015319,0.9333893,0.00006303875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8418687,0.0003923636,0.000001089981,0.1198548,0.0003517657,0.0001014172,0.000001143345,0.000005229114,0.03742342],"genre_scores_gemma":[0.9725661,0.00001277608,0.00002933534,0.002928566,0.0007805325,0.000001862642,0.000001021287,0.000004636462,0.0236752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1306973,"threshold_uncertainty_score":0.9972239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04486114544441307,"score_gpt":0.2814233551259466,"score_spread":0.2365622096815335,"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."}}