{"id":"W2909206438","doi":"10.1016/j.tra.2018.12.014","title":"Consensus planning in transport: The case of Vancouver’s transportation plebiscite","year":2019,"lang":"en","type":"article","venue":"Transportation Research Part A Policy and Practice","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Australian Research Council","keywords":"Transportation planning; Ethos; Mainland; Transit (satellite); Public administration; Political science; Public transport; Transport engineering; Law; 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":[],"consensus_categories":[],"category_scores_codex":[0.003898971,0.0001002703,0.0001744184,0.0001816198,0.0003521645,0.0000279561,0.0001332223,0.0001074936,0.00006893459],"category_scores_gemma":[0.0007302185,0.00008673312,0.00004221046,0.0008957811,0.0004180513,0.0003994676,0.00000116877,0.0004516348,0.000007787685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004323348,"about_ca_system_score_gemma":0.0004860148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1277781,"about_ca_topic_score_gemma":0.1954461,"domain_scores_codex":[0.9976908,0.0007232284,0.0003887677,0.0002479382,0.0005398046,0.0004094843],"domain_scores_gemma":[0.9950675,0.004243491,0.000190195,0.0001620751,0.0002277188,0.000108975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002577726,0.0003149851,0.2141063,0.0003543526,0.0001077237,0.002693093,0.5230861,0.003951405,0.0003617765,0.2379264,0.01119065,0.003329384],"study_design_scores_gemma":[0.001563485,0.0002019927,0.2183714,0.0002555215,0.00005234962,0.00002235905,0.09385512,0.0001487528,0.00008480466,0.00178768,0.6833846,0.0002719751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762301,0.00035674,0.0000307005,0.006557287,0.0001183516,0.0005520587,0.0001701695,0.00002306899,0.01596146],"genre_scores_gemma":[0.9970662,0.0002869642,0.0001259802,0.0002085808,0.00009981679,0.00002644285,0.00002111471,0.00001035634,0.002154537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6721939,"threshold_uncertainty_score":0.8780301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1105271514955315,"score_gpt":0.4531535557925903,"score_spread":0.3426264042970587,"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."}}