{"id":"W2588402099","doi":"","title":"An exploration of the urban form preferences of Edmonton’s creative workers","year":2016,"lang":"en","type":"article","venue":"VIUSpace (Vancouver Island University Library)","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aesthetics; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.00006112228,0.00008665238,0.0001314644,0.00004832942,0.0002504829,0.00001759932,0.0003645339,0.00009042522,0.0004865113],"category_scores_gemma":[0.00002137457,0.00004892211,0.00006192329,0.0003692078,0.0003090838,0.002985926,0.00007427875,0.00005382585,0.00000148718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006679664,"about_ca_system_score_gemma":0.0002707837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002850401,"about_ca_topic_score_gemma":0.3422955,"domain_scores_codex":[0.999232,0.0001201243,0.0001043233,0.0001432689,0.0002441923,0.0001560883],"domain_scores_gemma":[0.9994743,0.00005938646,0.0001727383,0.0001527749,0.000069016,0.00007176225],"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":[0.00008576565,0.00004143969,0.03200819,0.00000552557,0.00002831707,7.544015e-7,0.01962433,0.000003916041,0.000107028,0.00278585,0.942566,0.002742887],"study_design_scores_gemma":[0.0008230991,0.0001714112,0.02503537,0.00023383,0.00003497714,4.710623e-8,0.1445595,0.000003915757,0.007946582,0.002178527,0.8187575,0.0002551356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4840896,0.00003624057,0.0004153345,0.006687697,0.0004483432,0.0004406844,0.00007543035,0.00006942005,0.5077373],"genre_scores_gemma":[0.7793729,0.0001096874,0.0001119134,0.00001081846,0.00004150373,4.543452e-7,0.000001184079,0.000003561142,0.220348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3394451,"threshold_uncertainty_score":0.6697059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02700958897280214,"score_gpt":0.2251157175387546,"score_spread":0.1981061285659525,"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."}}