{"id":"W653109078","doi":"","title":"HUNGRIER, SHARPER, SMARTER","year":2001,"lang":"en","type":"article","venue":"Traffic world","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subtitle; Business; Transport engineering; Aeronautics; Operations management; Marketing; Computer science; Engineering; Operating system","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":[0.0004689227,0.000615542,0.0003486997,0.001418862,0.008985225,0.007616833,0.0006360172,0.002756095,0.06705849],"category_scores_gemma":[0.002544497,0.0002441739,0.0002088363,0.001134936,0.00382152,0.006693368,0.002904942,0.00415546,0.01928882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005911842,"about_ca_system_score_gemma":0.006454154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2405838,"about_ca_topic_score_gemma":0.5843278,"domain_scores_codex":[0.9994115,0.00006236324,0.00001549776,0.00007397348,0.000277462,0.0001592653],"domain_scores_gemma":[0.9982389,0.0001969646,0.0001071503,0.00005437805,0.0006379592,0.0007646806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001404122,0.000009984979,0.0004893655,0.00004427059,0.000002447491,0.00006369071,0.006479168,0.00001238245,0.0004452502,0.005381196,0.9718587,0.01519946],"study_design_scores_gemma":[0.000003311149,0.000008018222,0.002779508,0.00007461316,0.000004360213,0.0001196846,0.01753771,0.00002880566,0.0002341988,0.001681342,0.9775129,0.0000155543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01455363,0.01276211,0.002232854,0.4349204,0.01713538,0.00008476038,0.001517531,0.001038216,0.5157552],"genre_scores_gemma":[0.06862462,0.004484243,0.001342817,0.08410659,0.00221967,0.0000492025,0.0003515263,0.0005420129,0.8382794],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2405838,"threshold_uncertainty_score":0.4783669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04640422627041715,"score_gpt":0.2352697914465758,"score_spread":0.1888655651761586,"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."}}