{"id":"W4296613276","doi":"10.5539/ies.v15n5p49","title":"Cognitive Technology for Academic Counselling in New Normal","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Varied Academic Research Topics","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Cognitive style; Academic achievement; Psychology; Research design; Test (biology); Medical education; Mathematics education; Medicine; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002659763,0.0003213882,0.0002461871,0.001324645,0.0009235761,0.002534492,0.001177379,0.0006981113,0.005154273],"category_scores_gemma":[0.005807673,0.0001647239,0.0004047671,0.000668272,0.001376247,0.001633584,0.002461907,0.001027598,0.0009990808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737837,"about_ca_system_score_gemma":0.003387286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005588,"about_ca_topic_score_gemma":0.002905699,"domain_scores_codex":[0.9974169,0.001215904,0.0001220219,0.0002235803,0.0007458386,0.0002757921],"domain_scores_gemma":[0.9967738,0.001051087,0.0002657477,0.0003859504,0.0006536997,0.0008697771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006471863,0.003393217,0.0683044,0.0004377299,0.00003678777,0.0009167414,0.02041446,0.004255569,0.014739,0.02844732,0.00629117,0.8521164],"study_design_scores_gemma":[0.0007040328,0.009722614,0.3535908,0.001037622,0.0002725478,0.009857961,0.05667853,0.06972563,0.04481352,0.1084661,0.3445723,0.0005584543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8308515,0.0006459095,0.0974803,0.002670718,0.0001609841,0.0008916084,0.00009657015,0.001297411,0.06590503],"genre_scores_gemma":[0.935068,0.0005047164,0.0514618,0.0003229953,0.00003892392,0.0002355196,0.00008105653,0.0000467457,0.01224027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005154273,"threshold_uncertainty_score":0.01724279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035192885619382,"score_gpt":0.4188292796465915,"score_spread":0.3153099910846533,"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."}}