{"id":"W7161807132","doi":"10.82308/5817","title":"An evaluation of the operations and safety issues at reserved lane facilities using microscopic video data and alternative methods","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Video recording; Limiting; Poison control; Digital video","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":[0.001097793,0.0005860932,0.0004285974,0.00213111,0.0004793537,0.001174765,0.0007706647,0.0005866144,0.002004273],"category_scores_gemma":[0.00244492,0.0002931925,0.0004990924,0.00154897,0.0003900236,0.0008827136,0.0005066922,0.0003758142,0.0003554854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916256,"about_ca_system_score_gemma":0.001842012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09720349,"about_ca_topic_score_gemma":0.1644692,"domain_scores_codex":[0.9990004,0.0001142726,0.00003550405,0.0001792189,0.0005772249,0.00009337993],"domain_scores_gemma":[0.9982311,0.0003852088,0.0002465651,0.0001068053,0.0009762928,0.00005410399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009821285,0.0004281462,0.1908046,0.001894938,0.0003781582,0.0005664016,0.001663888,0.1419108,0.204714,0.003217884,0.00293038,0.4505087],"study_design_scores_gemma":[0.00005093375,0.001248924,0.2432418,0.0002675024,0.0002846907,0.0002643317,0.003725451,0.6022516,0.1358218,0.001078708,0.01155179,0.0002123592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7988901,0.001121299,0.1880438,0.0002270842,0.00009275048,0.0003082352,0.002258308,0.001250716,0.0078077],"genre_scores_gemma":[0.878175,0.000865713,0.1132906,0.00004683205,0.00001444052,0.0002035545,0.001231274,0.00008091367,0.006091865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09720349,"threshold_uncertainty_score":0.1932754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08790735689427466,"score_gpt":0.4054049046470832,"score_spread":0.3174975477528086,"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."}}