{"id":"W2947538565","doi":"10.2139/ssrn.3390610","title":"Urbanism Under Google: Lessons from Sidewalk Toronto","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Urbanism; New Urbanism; Geography; Transport engineering; Regional science; Architectural engineering; Engineering; Architecture; Archaeology","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":[0.0001927117,0.0001659054,0.0001854877,0.00003690174,0.00007347954,0.00006018801,0.0003062607,0.0001390554,0.0004641753],"category_scores_gemma":[0.000008892905,0.0001511001,0.00009460658,0.00005889616,0.00002055513,0.0002415316,0.00003910902,0.001099375,0.0001977852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001311208,"about_ca_system_score_gemma":0.0002305008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005694851,"about_ca_topic_score_gemma":0.005953845,"domain_scores_codex":[0.997982,0.0000123463,0.0001832963,0.0001398091,0.0001644483,0.001518141],"domain_scores_gemma":[0.9996031,0.00004338477,0.00003707503,0.0002491341,0.00002150767,0.00004579932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002219683,0.00004080846,0.003081707,0.00001405767,0.0008831892,0.00000913436,0.0003097113,0.00399725,0.009880083,0.9210992,0.004198365,0.05646434],"study_design_scores_gemma":[0.001194325,0.00027939,0.003895761,0.00004783675,0.00006470186,0.0002354866,0.01425363,0.001955279,0.002500436,0.9332304,0.0416659,0.0006768528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466553,0.02697075,0.008446463,0.0008643593,0.001329576,0.000119133,0.000009783434,0.0006837489,0.01492085],"genre_scores_gemma":[0.9909849,0.006709912,0.0001314657,0.00005418428,0.0002419574,0.000003704891,0.000004120307,0.00004363418,0.001826098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05578749,"threshold_uncertainty_score":0.6161682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006549321465849661,"score_gpt":0.20819635443917,"score_spread":0.2016470329733204,"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."}}