{"id":"W4327815339","doi":"10.55092/aias20230001","title":"Frontiers in Artificial Intelligence and Autonomous Systems","year":2023,"lang":"en","type":"article","venue":"Artificial Intelligence and Autonomous Systems","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Computer science; Artificial intelligence; Cognitive science; Psychology","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002419524,0.0006038909,0.0009749131,0.0009136992,0.0004680204,0.001567971,0.001299458,0.0003302093,0.00000726619],"category_scores_gemma":[0.0002074214,0.000602222,0.0001298884,0.002148598,0.0004477732,0.0008493873,0.0008120681,0.0005012772,0.0003141513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002898977,"about_ca_system_score_gemma":0.0002670747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226597,"about_ca_topic_score_gemma":0.0002345755,"domain_scores_codex":[0.9941901,0.000417585,0.001850222,0.001722107,0.0005726822,0.001247307],"domain_scores_gemma":[0.9974586,0.0005313358,0.0003549377,0.001061715,0.0001978708,0.0003955351],"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":[0.00003412739,0.0002758263,0.002151706,0.0003067533,0.00006672821,0.0002956017,0.006468206,0.07518823,0.0003971747,0.3288977,0.0002908542,0.5856271],"study_design_scores_gemma":[0.00003126536,0.0002464013,0.0004690531,0.0001295159,0.00001386919,0.0001061108,0.004718908,0.9397408,0.001104586,0.05145947,0.001280191,0.0006998488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09925667,0.002896185,0.885889,0.001085526,0.007680969,0.001614513,0.00002363456,0.001076275,0.0004772288],"genre_scores_gemma":[0.9956973,0.0002411183,0.003081605,0.00006647387,0.0004544586,0.0001921881,0.00001025865,0.00004396876,0.0002126891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8964406,"threshold_uncertainty_score":0.9996429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06133463990389629,"score_gpt":0.2772219073231605,"score_spread":0.2158872674192642,"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."}}