{"id":"W4319442399","doi":"10.3389/frsc.2022.775340","title":"Exploring barriers and perceptions to walking and cycling in Nairobi metropolitan area","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainable Cities","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Frontiers Foundation","keywords":"Cycling; Metropolitan area; Population; Business; TRIPS architecture; Geography; Transport engineering; Environmental health; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008847307,0.0002001157,0.0002352616,0.0005805547,0.002595165,0.001030059,0.0004392099,0.0005121808,0.002828847],"category_scores_gemma":[0.001997739,0.0002524521,0.0002226376,0.0008839656,0.001005313,0.0006857665,0.001171068,0.0005175827,0.0001701965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693439,"about_ca_system_score_gemma":0.003019769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1636059,"about_ca_topic_score_gemma":0.3192917,"domain_scores_codex":[0.9995919,0.0001049277,0.00004075246,0.00003485503,0.00007810014,0.0001494911],"domain_scores_gemma":[0.9994236,0.000135895,0.0002100616,0.00001496328,0.00008658284,0.000128896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005699565,0.0001951637,0.857732,0.000436776,0.00003746831,0.0008515035,0.1235827,0.0001430399,0.001677606,0.0009637753,0.0007581182,0.01356487],"study_design_scores_gemma":[0.000005045349,0.0001164328,0.748606,0.0003409465,0.00002131607,0.000219112,0.2465704,0.0002206371,0.0001200331,0.0001198929,0.003643775,0.00001642469],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977897,0.0001431962,0.00003340309,0.0002954134,0.000002741537,0.00003802001,0.00008688645,9.164635e-7,0.001609638],"genre_scores_gemma":[0.9990996,0.0002759989,0.0001184474,0.00007157271,0.000001316196,0.00003859037,0.0000417593,6.006255e-7,0.0003521873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1636059,"threshold_uncertainty_score":0.3253072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03471568898756705,"score_gpt":0.2834550933793201,"score_spread":0.2487394043917531,"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."}}