{"id":"W4386177535","doi":"10.46298/cst.12168","title":"Walking in African Metropolises: the case of Yaoundé","year":2017,"lang":"en","type":"article","venue":"Les Cahiers scientifiques du transport","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut national de la recherche scientifique","keywords":"TRIPS architecture; Geography; Context (archaeology); Capital city; Recreation; Humanities; Cartography; Political science; Welfare economics; Economic geography; Transport engineering; Economics; Art; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002461184,0.0001423532,0.0002836962,0.0001302063,0.004114644,0.0001908963,0.0008413375,0.0001223906,0.0001135084],"category_scores_gemma":[0.0003392997,0.0001101081,0.0001744652,0.0003813675,0.006277566,0.00035202,0.00003241665,0.0002206263,0.000003785677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003091627,"about_ca_system_score_gemma":0.0001670689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1750058,"about_ca_topic_score_gemma":0.5008521,"domain_scores_codex":[0.9983199,0.0001798269,0.0003239327,0.0003137786,0.0004062361,0.0004563203],"domain_scores_gemma":[0.9989063,0.0001426623,0.0002337136,0.0004246521,0.0001806009,0.00011207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002933554,0.0001908802,0.08886495,0.00006512408,0.00008216237,0.0008301069,0.3597353,0.000006303632,0.00009536488,0.532896,0.002184039,0.01502049],"study_design_scores_gemma":[0.001415343,0.0001040713,0.2623837,0.0002973664,0.0002427683,0.00002677389,0.2508245,0.00007016374,0.0009197643,0.05359,0.4290112,0.001114238],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7930024,0.0007629104,0.0002220201,0.001593082,0.0009028366,0.000330193,0.000030748,0.00005047669,0.2031054],"genre_scores_gemma":[0.9953055,0.0004344099,0.0002098477,0.00005088598,0.0001769624,0.00002116158,0.000002289006,0.00001056725,0.00378839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.479306,"threshold_uncertainty_score":0.9971819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473513253288733,"score_gpt":0.2849019507031456,"score_spread":0.2501668181702582,"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."}}