{"id":"W4403931761","doi":"10.18517/ijaseit.14.5.20449","title":"Design of Interactive Artificial Intelligence for Early Cognitive Diagnosis","year":2024,"lang":"en","type":"article","venue":"International Journal on Advanced Science Engineering and Information Technology","topic":"Artificial Intelligence in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Cognition; Artificial intelligence; Human–computer interaction; 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":[0.0005491595,0.0006820548,0.0003411739,0.0004426978,0.0003938223,0.0008634873,0.001272275,0.0007770001,0.004871045],"category_scores_gemma":[0.001623681,0.0002972004,0.0006119253,0.0001704689,0.0003705482,0.0007643303,0.001075855,0.0004968122,0.0009348522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003853863,"about_ca_system_score_gemma":0.0005148744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254635,"about_ca_topic_score_gemma":0.001118993,"domain_scores_codex":[0.9994577,0.0001559487,0.00004451592,0.0001424257,0.000148505,0.0000509647],"domain_scores_gemma":[0.9994874,0.0002195437,0.00004025201,0.00004472789,0.0001557871,0.00005218698],"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":[0.001024526,0.000797265,0.00721331,0.000675823,0.0002409308,0.002163367,0.001502183,0.19395,0.149751,0.02923012,0.01055753,0.6028939],"study_design_scores_gemma":[0.00007327816,0.0005423727,0.002051917,0.00004245065,0.0001423334,0.0005669168,0.0001691782,0.9351146,0.02822178,0.01031911,0.02271304,0.00004301926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02458858,0.0002298652,0.9647211,0.0002334924,0.00007221472,0.0002177649,0.00007489011,0.002789348,0.00707281],"genre_scores_gemma":[0.5401102,0.0003394111,0.4472428,0.0002761512,0.00005113308,0.0007100541,0.0003156204,0.0001711522,0.01078361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004871045,"threshold_uncertainty_score":0.01629525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955352758626869,"score_gpt":0.3153617875980977,"score_spread":0.295808260011829,"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."}}