{"id":"W618675684","doi":"","title":"Building the Future Together: Transportation Professionals Across the Globe Work Together Through Association Involvement","year":2008,"lang":"en","type":"article","venue":"Mass transit","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Public transport; Association (psychology); Work (physics); Public relations; Transit (satellite); Transportation industry; Political science; Economic growth; Business; Transport engineering; Engineering; Medicine; Psychology; Economics","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":[0.001619928,0.000189696,0.0002066531,0.00001132836,0.002512304,0.00009065,0.0005460846,0.0002430375,0.0003477213],"category_scores_gemma":[0.00001883536,0.0001109932,0.0002196162,0.0006078916,0.0002649804,0.0004380568,0.000004697279,0.0003888332,0.0000166334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002005185,"about_ca_system_score_gemma":0.0001507898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129901,"about_ca_topic_score_gemma":0.01159162,"domain_scores_codex":[0.997415,0.0003523999,0.0003806283,0.0003296905,0.0009866324,0.000535647],"domain_scores_gemma":[0.9991104,0.0002040575,0.0001900415,0.0002857381,0.0001478608,0.00006189899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009274681,0.0001755911,0.7213559,0.00002454864,0.0001127211,0.00000841706,0.2666184,0.000102166,0.0003676528,0.003799696,0.004125018,0.003217194],"study_design_scores_gemma":[0.0005960633,0.00002177992,0.7053008,0.00005542529,0.0000846559,1.393096e-7,0.0245526,0.000004670579,0.0009564962,0.006584607,0.2615215,0.0003213019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544828,0.0009207155,0.003385713,0.0380322,0.0009196347,0.000803619,0.00004617776,0.0001230833,0.001286071],"genre_scores_gemma":[0.994494,0.0001638592,0.0005529393,0.001686719,0.001072284,0.00008426781,0.00002362217,0.00001946899,0.001902905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2573965,"threshold_uncertainty_score":0.9987863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02610538620244589,"score_gpt":0.3144261762760756,"score_spread":0.2883207900736297,"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."}}