{"id":"W6902504809","doi":"10.6084/m9.figshare.27175791.v1","title":"International Conference on Artificial Intelligence &amp; Machine Learning","year":2024,"lang":"en","type":"other","venue":"INDIGO (University of Illinois at Chicago)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Applications of artificial intelligence; Field (mathematics); Artificial neural network; Expert system; Hyper-heuristic","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002878253,0.0005142867,0.000615977,0.00138082,0.0001711299,0.0000579515,0.001250883,0.0006136007,0.0618007],"category_scores_gemma":[0.00007172531,0.0006201978,0.0003379422,0.0004796593,0.0005742565,0.0000867488,0.0006843632,0.0013235,0.06685533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004424154,"about_ca_system_score_gemma":0.0001221816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002078965,"about_ca_topic_score_gemma":0.01080746,"domain_scores_codex":[0.9972925,0.0001440767,0.0002948337,0.0009494405,0.0009113969,0.0004078046],"domain_scores_gemma":[0.9984009,0.00006313274,0.000648108,0.0005667848,0.0001398342,0.0001812929],"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":[0.001605871,0.001084639,0.0006602542,0.0007302536,0.003171341,0.0009371461,0.01622178,0.0007158159,0.007660943,0.0945996,0.8398908,0.03272151],"study_design_scores_gemma":[0.0001685373,0.0001032582,0.00004245804,0.0008260772,0.0001656738,0.00001699362,0.0007016804,0.001567835,0.0002386254,0.001811841,0.9936765,0.0006805399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003007282,0.0003108976,0.001164413,0.0007663333,0.001134373,0.0003880022,0.002444907,0.0007677681,0.990016],"genre_scores_gemma":[0.06790289,0.0007800806,0.001554421,0.00003336263,0.0003851407,6.766704e-7,0.001185086,0.0007507013,0.9274076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1537856,"threshold_uncertainty_score":0.9996249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05274035709324045,"score_gpt":0.2672069913280363,"score_spread":0.2144666342347959,"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."}}