{"id":"W2732232436","doi":"10.1007/978-3-319-60934-8_17","title":"Understanding the Effects of Autonomous Vehicles on Urban Form","year":2017,"lang":"en","type":"book-chapter","venue":"Lecture notes in mobility","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Government (linguistics); Order (exchange); Competition (biology); Quality (philosophy); Business; Risk analysis (engineering); Disruptive technology; Computer science; Marketing; Management science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002051054,0.0004654149,0.0002766549,0.0004089764,0.0004408869,0.002393269,0.0006722494,0.0006722138,0.01535585],"category_scores_gemma":[0.001458833,0.0004093971,0.0004075568,0.0005724058,0.00154723,0.002908478,0.001232042,0.0008223343,0.0009672638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008452704,"about_ca_system_score_gemma":0.000428482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007239094,"about_ca_topic_score_gemma":0.008916974,"domain_scores_codex":[0.9998553,0.00004065194,0.000003043469,0.00003368551,0.00003645052,0.00003074205],"domain_scores_gemma":[0.9996331,0.0002084406,0.00003907572,0.00004538439,0.00004526686,0.00002868714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006503798,0.00005147102,0.004874208,0.000167,0.00003252046,0.0001697437,0.001582211,0.1443131,0.004697267,0.772234,0.005630751,0.06618269],"study_design_scores_gemma":[0.00001260718,0.00005095784,0.01343042,0.00006626637,0.00003494431,0.0001132619,0.002634189,0.09432299,0.001607735,0.8457045,0.04198565,0.00003654826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3614,0.005897862,0.1361954,0.006705226,0.0003662787,0.00004524092,0.0008621401,0.000280552,0.4882473],"genre_scores_gemma":[0.9705266,0.003378994,0.005368217,0.0001160345,0.00007733912,0.00001834663,0.0001420187,0.00007844069,0.0202941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01535585,"threshold_uncertainty_score":0.05137044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916223673685195,"score_gpt":0.2374105215446349,"score_spread":0.2082482848077829,"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."}}