{"id":"W2079140410","doi":"10.1111/j.1541-0064.2012.00470.x","title":"Cities and design by Paul L. Knox","year":2013,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; The Scarborough Hospital","funders":"","keywords":"Geographer; Citation; Sociology; Library science; History; Computer science; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003238621,0.0002706787,0.0002531432,0.001745473,0.00194588,0.0005388394,0.0003620528,0.0002089805,0.000788827],"category_scores_gemma":[0.000198771,0.0002971002,0.00008990103,0.002893771,0.002189796,0.0005640465,0.00002444192,0.0001726939,0.00003117162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007677804,"about_ca_system_score_gemma":0.0002737688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9174854,"about_ca_topic_score_gemma":0.9834531,"domain_scores_codex":[0.9977252,0.0001837133,0.0002514936,0.0003995793,0.0002550158,0.001184927],"domain_scores_gemma":[0.9975952,0.0001975264,0.00008077881,0.0002278445,0.0002459254,0.001652749],"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":[0.000003836525,0.0000119958,0.1635799,0.00001956926,0.0001160642,0.00002318449,0.0135129,0.000003973729,0.000028795,0.03362611,0.776848,0.01222569],"study_design_scores_gemma":[0.0002533989,0.00006956374,0.05038419,0.00003867123,0.0000418066,0.00001123074,0.08236063,0.00002279756,0.00001537209,0.006432246,0.8596038,0.0007662594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.921877,0.01110793,0.0001077222,0.01521515,0.001071701,0.001490428,0.0002701603,0.0004824724,0.04837745],"genre_scores_gemma":[0.9896117,0.003235044,0.0003085334,0.002158536,0.0001383425,0.0001234005,0.00006458846,0.00003860801,0.004321206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1131957,"threshold_uncertainty_score":0.9999481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190830919016782,"score_gpt":0.1993914716203934,"score_spread":0.1874831624302256,"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."}}