{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002031523,0.0006535206,0.001169202,0.001519303,0.001356698,0.006329861,0.0008266483,0.002378494,0.007528406],"category_scores_gemma":[0.004544045,0.0002551991,0.0004082808,0.001717511,0.009983589,0.007295385,0.001453798,0.004341576,0.0008980421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003527291,"about_ca_system_score_gemma":0.002367741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00277473,"about_ca_topic_score_gemma":0.001747903,"domain_scores_codex":[0.9991058,0.0004092377,0.00004290589,0.0001307363,0.0002407568,0.00007067626],"domain_scores_gemma":[0.996716,0.002488576,0.0001252195,0.0001926752,0.0003455637,0.0001319549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003288352,0.000007065809,0.00004592715,0.00007068832,0.000003004811,0.00001200746,0.00009255359,0.0002043604,0.00004421719,0.9906673,0.003211821,0.005637749],"study_design_scores_gemma":[0.000005507753,0.000004346338,0.0001069177,0.00004660129,0.000002126512,0.00001919048,0.0000721168,0.0006126073,0.00001915095,0.9638799,0.03522797,0.000003581257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01311747,0.377341,0.1056628,0.109234,0.005874541,0.00008951763,0.0003803534,0.0002733651,0.388027],"genre_scores_gemma":[0.6696807,0.1874834,0.06618201,0.008714329,0.01582561,0.0004701762,0.0003680176,0.0001516692,0.05112414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007528406,"threshold_uncertainty_score":0.02559245,"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."}}