{"id":"W7039440608","doi":"","title":"Mind Matters: Exploring the Intersection of Psychological Factors and Cognitive Abilities of University Students by Using ANN Model","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Anxiety; Intersection (aeronautics); Set (abstract data type); Social cognitive theory","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009131434,0.0009817048,0.0006053965,0.001361991,0.0004769619,0.002214667,0.0009021573,0.0008758875,0.003495155],"category_scores_gemma":[0.004252024,0.0003041278,0.00170778,0.0009421886,0.0002482857,0.001263624,0.0009810489,0.001291385,0.0004291514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006845317,"about_ca_system_score_gemma":0.0008705631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266181,"about_ca_topic_score_gemma":0.00899375,"domain_scores_codex":[0.9996316,0.0001229032,0.00002487691,0.00009668168,0.000058327,0.00006559626],"domain_scores_gemma":[0.9981588,0.001406771,0.0001257281,0.00006218085,0.0001353093,0.0001112885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006242712,0.001368437,0.8607458,0.0002624336,0.001075314,0.0004643948,0.001969326,0.04066793,0.001237522,0.003034137,0.002398192,0.08615223],"study_design_scores_gemma":[0.00003151445,0.0004219705,0.3193859,0.0002005619,0.000491279,0.0002805291,0.002141368,0.6658353,0.0006111512,0.008304759,0.002208866,0.00008689579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979959,0.0007734839,0.01375024,0.0008537182,0.00007702172,0.00009811146,0.0006651586,0.0001311963,0.003692131],"genre_scores_gemma":[0.9910054,0.0003590982,0.006697795,0.00006098889,0.00003013484,0.0001103601,0.0005378256,0.00001555523,0.001182752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01266181,"threshold_uncertainty_score":0.02517623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5542381271069949,"score_gpt":0.605569295679719,"score_spread":0.05133116857272402,"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."}}