{"id":"W4241928661","doi":"10.1109/tcyb.2020.3016150","title":"IEEE Transactions on Cybernetics","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Cybernetics","topic":"Internet of Things and AI","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Cybernetics; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001379864,0.0004620608,0.0003711613,0.0001839343,0.0003165718,0.0003185836,0.00132691,0.0002487486,0.0003030801],"category_scores_gemma":[0.000005417074,0.0004685082,0.0003782827,0.0005955976,0.0001216816,0.0003286203,0.000002245538,0.0009905366,0.00125114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165621,"about_ca_system_score_gemma":0.00009479675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007127853,"about_ca_topic_score_gemma":0.00004301177,"domain_scores_codex":[0.9971865,0.00009559009,0.0005330319,0.0008338583,0.0007356728,0.0006152991],"domain_scores_gemma":[0.9982916,0.0001862145,0.0001366594,0.0007838604,0.000136842,0.0004648832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003345264,0.002765222,0.000005231996,0.000151149,0.0005791382,0.0002521329,0.01434873,0.5525084,0.0113712,0.01261422,0.01567767,0.3893924],"study_design_scores_gemma":[0.001897832,0.002718527,0.00003674309,0.0001693503,0.0001699428,0.0000734555,0.0001455997,0.5261974,0.4227264,0.001187123,0.04321462,0.001463031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004952616,0.000029667,0.9815292,0.005841929,0.002339032,0.0003043526,0.00004816719,0.0005379249,0.004417103],"genre_scores_gemma":[0.9749843,0.0001266633,0.01471743,0.00580875,0.0001614345,0.00003473117,0.000001129384,0.00006479963,0.004100792],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9700317,"threshold_uncertainty_score":0.9997767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311311682004189,"score_gpt":0.2377046127766973,"score_spread":0.2145914959566554,"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."}}