{"id":"W603848625","doi":"","title":"ITS Deployment in Johannesburg","year":2010,"lang":"en","type":"article","venue":"17th ITS World CongressITS JapanITS AmericaERTICO","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Procurement; Event (particle physics); Corporation; Business; Road map; Transport engineering; Operations management; Engineering; Geography; Marketing; Finance; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001027424,0.0002144111,0.0001717377,0.0008006286,0.001401023,0.002339957,0.0004102835,0.0004678702,0.003744134],"category_scores_gemma":[0.001774901,0.0002487691,0.0001977998,0.001183331,0.0005129187,0.001300472,0.001205769,0.0004990199,0.0006931079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003510574,"about_ca_system_score_gemma":0.00307343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03070568,"about_ca_topic_score_gemma":0.03502366,"domain_scores_codex":[0.9994336,0.0001502213,0.00003689052,0.00008871614,0.0001492198,0.0001414049],"domain_scores_gemma":[0.999481,0.0001106797,0.00004855779,0.00004802724,0.0001954188,0.0001162376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001588319,0.001037739,0.09650976,0.001452833,0.0002238733,0.01218137,0.04857599,0.04122439,0.07304209,0.1111688,0.01565164,0.5973432],"study_design_scores_gemma":[0.0002457238,0.00282253,0.1863018,0.0008438423,0.0002588859,0.002305662,0.07879459,0.03506375,0.0399248,0.01190667,0.6413496,0.0001821311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420685,0.0005689754,0.0048492,0.001497924,0.00008902938,0.0002701065,0.0003284847,0.00009181239,0.05023605],"genre_scores_gemma":[0.9723954,0.001113915,0.006226686,0.00008841321,0.00001555574,0.00007855868,0.0004054491,0.00002442617,0.0196515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03070568,"threshold_uncertainty_score":0.06105393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02054903585379762,"score_gpt":0.2995386828210184,"score_spread":0.2789896469672207,"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."}}