{"id":"W103308084","doi":"","title":"STRADA - THE WORLD'S NEWEST BUS OPERATOR SELECTION TOOLKIT","year":2011,"lang":"en","type":"article","venue":"CONGRESS - DUBAI 2011","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suite; Process (computing); Attendance; Test (biology); Product (mathematics); Presentation (obstetrics); Strengths and weaknesses; Selection (genetic algorithm); Engineering; Operations research; Computer science; Process management; Knowledge management; Marketing; Engineering management; Business; Psychology; Geography; Political science; Artificial intelligence; Medicine; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002910807,0.00009427857,0.00008895173,0.00005964846,0.0006543457,0.00009707011,0.0002310544,0.00006887276,0.003569909],"category_scores_gemma":[0.00003846877,0.00007381223,0.00003794666,0.0002558522,0.000178227,0.0003350425,0.000006348262,0.0001262049,0.000216543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002894755,"about_ca_system_score_gemma":0.0001491078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004056891,"about_ca_topic_score_gemma":0.01789152,"domain_scores_codex":[0.9991034,0.0001148888,0.0001649475,0.0001757327,0.000215405,0.0002256302],"domain_scores_gemma":[0.9994876,0.00005634014,0.00008248732,0.0001273433,0.0001544294,0.00009179467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002358205,0.0003628019,0.5032177,0.000028914,0.0001717883,0.0000427207,0.08436725,0.001392208,0.0001812019,0.2267856,0.1615756,0.02163847],"study_design_scores_gemma":[0.000889262,0.0001126342,0.357311,0.00006874519,0.0001349547,0.000004016392,0.005232294,0.0006237428,0.001482535,0.000736447,0.6327378,0.0006665512],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6448168,0.0006813601,0.003272796,0.00308589,0.006883565,0.001238385,0.00007201148,0.0009349203,0.3390143],"genre_scores_gemma":[0.9728029,0.00005086951,0.0006795059,0.00022977,0.0002370233,0.00002291464,0.00002205546,0.00001290131,0.0259421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4711622,"threshold_uncertainty_score":0.9983891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04291984990278771,"score_gpt":0.2845935402468885,"score_spread":0.2416736903441008,"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."}}