{"id":"W4393407016","doi":"10.1109/aiccsa59173.2023.10479281","title":"A BigData/Machine Learning system for Monitoring Road Surface Condition","year":2023,"lang":"en","type":"article","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Big data; Computer science; Artificial intelligence; Machine learning; Data science; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001162926,0.001223789,0.00102671,0.002355686,0.0008685692,0.001141379,0.002220488,0.001020784,0.00535258],"category_scores_gemma":[0.00316135,0.0005328727,0.0006405926,0.002210615,0.0003781558,0.001882103,0.001503785,0.001455531,0.004373435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008802804,"about_ca_system_score_gemma":0.0009470021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007488009,"about_ca_topic_score_gemma":0.01108478,"domain_scores_codex":[0.9991018,0.0001013367,0.0001197145,0.0002914032,0.0003196161,0.00006617755],"domain_scores_gemma":[0.9983784,0.0003861494,0.0001751109,0.0004536023,0.0004474314,0.0001594059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002354736,0.002451031,0.06608684,0.001799795,0.0009178054,0.001468844,0.0006372271,0.05339933,0.03647612,0.006695056,0.2882175,0.5394958],"study_design_scores_gemma":[0.0003781902,0.0005834249,0.06897261,0.0001552229,0.0001868068,0.0007391722,0.0003056737,0.7518318,0.05666773,0.01644529,0.1034445,0.0002895617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.1039976,0.001706841,0.3613779,0.002254941,0.0009141988,0.002153538,0.1367674,0.3664459,0.0243817],"genre_scores_gemma":[0.525955,0.0009372524,0.3149688,0.001452332,0.0002586131,0.001609693,0.1409167,0.002843604,0.011058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007488009,"threshold_uncertainty_score":0.01790619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112555305270818,"score_gpt":0.238926691832378,"score_spread":0.2276711613052962,"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."}}