{"id":"W4400412761","doi":"10.1007/978-3-031-54650-1_14","title":"Advanced Data Analysis","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Computer science","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":[0.002498267,0.001795683,0.001205036,0.003141027,0.0009388944,0.004286231,0.001914994,0.001029192,0.1308503],"category_scores_gemma":[0.007600836,0.0009969492,0.001368947,0.003410412,0.0007737723,0.003439071,0.002609701,0.002045263,0.1652186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008047551,"about_ca_system_score_gemma":0.001560361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002179962,"about_ca_topic_score_gemma":0.00263545,"domain_scores_codex":[0.9978197,0.000350669,0.000151602,0.000457385,0.001126621,0.00009401076],"domain_scores_gemma":[0.9960307,0.00129138,0.00009897527,0.001371949,0.001107911,0.00009894997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004246207,0.00003935632,0.0003262295,0.0001931755,0.00003326224,0.000065755,0.0001052465,0.001077705,0.003102254,0.02469003,0.3577618,0.6125628],"study_design_scores_gemma":[0.00001245856,0.00002782109,0.00102209,0.0001457115,0.00003956626,0.0003485382,0.0001385957,0.01907677,0.008660557,0.07664143,0.8938448,0.00004166003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0009499759,0.001870656,0.8621703,0.001621107,0.00088564,0.0003867156,0.01052954,0.02712685,0.09445912],"genre_scores_gemma":[0.01345241,0.003223145,0.6171597,0.001473436,0.0008170031,0.0007312216,0.02718428,0.006930388,0.3290285],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1308503,"threshold_uncertainty_score":0.4377379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072695506674347,"score_gpt":0.2571165754848985,"score_spread":0.2263896204181551,"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."}}