{"id":"W3215654057","doi":"10.2174/1874447802115010217","title":"Reducing Vehicle Submersions and Consequent Fatalities on Highway I-75 in Florida (Alligator Alley): Effectiveness of a Cable Safety Barrier System","year":2021,"lang":"en","type":"article","venue":"The Open Transportation Journal","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Alligator; Engineering; Transport engineering; Forensic engineering; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007425435,0.0001087921,0.0002384596,0.00004434546,0.0001658555,0.00004493066,0.0001428711,0.00004721236,0.00005514574],"category_scores_gemma":[0.000009266656,0.00008269316,0.00004955971,0.0001378,0.00004522391,0.0001770058,0.000005826258,0.0002339203,0.000001886111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009332094,"about_ca_system_score_gemma":0.0001112585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001829301,"about_ca_topic_score_gemma":0.0001036264,"domain_scores_codex":[0.9990403,0.0001724753,0.0003631296,0.0001140881,0.0001537087,0.0001562833],"domain_scores_gemma":[0.99951,0.0001652759,0.00005630473,0.000123548,0.00005982081,0.00008504097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0007123031,0.00005026301,0.007861285,0.0008087053,0.0002654144,0.0002624953,0.008638561,0.949261,0.01878818,0.01181278,0.00009735069,0.001441707],"study_design_scores_gemma":[0.005959266,0.0001479955,0.8561379,0.004407284,0.0001902694,0.0002673106,0.02207884,0.00913006,0.09959411,0.0003225612,0.001201454,0.0005630026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963069,0.0004393882,0.001420322,0.00008501297,0.0003518067,0.000230824,0.00008000415,0.0000253699,0.001060362],"genre_scores_gemma":[0.9994747,0.0002177361,0.0001680073,0.00001018113,0.00002801336,0.00001145067,0.00002234598,0.00001712425,0.00005043263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9401309,"threshold_uncertainty_score":0.3372129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072189413187828,"score_gpt":0.2193661721052839,"score_spread":0.2086442779734057,"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."}}