{"id":"W1503674071","doi":"","title":"Density delusion? Urban form and sustainable transport in Australian, Canadian and US cities","year":2009,"lang":"en","type":"article","venue":"RMIT Research Repository (RMIT University Library)","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compact city; Dominance (genetics); Sustainable transport; Mode (computer interface); Economic geography; Smart growth; Travel behavior; Urban density; Urban planning; Geography; Transport engineering; Sustainability; Engineering; Computer science; Civil engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007386215,0.0001461282,0.000218255,0.0005739043,0.002180283,0.0002017798,0.0004069739,0.0002283819,0.00008534519],"category_scores_gemma":[0.00002687637,0.0001653333,0.0000547058,0.0008499849,0.0008124484,0.002561476,0.00006230884,0.0004991665,0.000001779097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000388014,"about_ca_system_score_gemma":0.001400149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4526587,"about_ca_topic_score_gemma":0.3233506,"domain_scores_codex":[0.9975375,0.0003044613,0.0001763967,0.000468882,0.0004767137,0.001036025],"domain_scores_gemma":[0.9987145,0.00008798435,0.00003619445,0.0002335607,0.0001337993,0.0007939771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008225738,0.0000449768,0.976936,0.00003777256,0.000007792857,0.001888935,0.004295685,4.506309e-7,0.00002908879,0.012317,0.004123967,0.0002361045],"study_design_scores_gemma":[0.0003291286,0.00007238632,0.8879845,0.00003070142,0.00001013557,0.000002048679,0.009825693,0.000005710144,0.0002223736,0.001789213,0.09954758,0.0001805618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9042038,0.0001294154,0.00000121556,0.004013126,0.00003577011,0.000399346,0.000007975019,0.00006598104,0.09114337],"genre_scores_gemma":[0.8613185,0.000118569,0.00005418611,0.00005125924,0.00007666836,5.979559e-7,0.000009890946,0.000007077345,0.1383633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1293081,"threshold_uncertainty_score":0.9991187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01969665793855614,"score_gpt":0.2609152156817436,"score_spread":0.2412185577431875,"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."}}