{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003797213,0.00007983291,0.0001041296,0.0006930807,0.0001932618,0.00003629195,0.0003232619,0.00003979072,0.0001606992],"category_scores_gemma":[0.001197076,0.00008757821,0.00002891262,0.0004605954,0.00004726462,0.0004499966,0.0001925152,0.000387702,0.00003433488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001624612,"about_ca_system_score_gemma":0.0002184147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000101074,"about_ca_topic_score_gemma":0.0000274673,"domain_scores_codex":[0.9991002,0.000006277491,0.0002355137,0.0001964734,0.0002914143,0.0001700852],"domain_scores_gemma":[0.9989248,0.0001399951,0.0001405952,0.00005150995,0.0007367154,0.000006364412],"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":[0.0002539054,0.0002724422,0.1553209,0.0001160818,0.0002917118,0.000004621953,0.001736031,0.0007434563,0.0002552662,0.4665255,0.1997733,0.1747068],"study_design_scores_gemma":[0.0005732641,0.000009048376,0.001521951,0.00004609548,0.00001446416,0.00000495067,0.009507693,0.001277064,0.00004330762,0.1375397,0.8493308,0.0001316539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8431289,0.007803643,0.005707665,0.1207089,0.01090466,0.001278796,0.0000292944,0.0001999459,0.01023823],"genre_scores_gemma":[0.9814301,0.0004361896,0.0005162911,0.005169655,0.002422243,0.0007793673,0.00009282332,0.0000190699,0.009134325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6495575,"threshold_uncertainty_score":0.3571336,"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."}}