{"id":"W4382072281","doi":"10.59934/jaiea.v2i1.117","title":"Model of the Independent Learning Campus Internal Quality Assurance System Program based on Artificial Intelligence","year":2022,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Quality assurance; Competence (human resources); Control (management); Computer science; Engineering management; Quality (philosophy); Process management; Knowledge management; Artificial intelligence; Business; Engineering; Psychology; Service (business); Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003572039,0.0001344894,0.0002405461,0.0001975902,0.0007824731,0.00008736787,0.0005582168,0.00006782082,0.00003301959],"category_scores_gemma":[0.0006478226,0.0001174769,0.0001672575,0.000707715,0.0001632215,0.00009983134,0.00006611652,0.0008300029,0.00000298332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241016,"about_ca_system_score_gemma":0.0003906928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002004037,"about_ca_topic_score_gemma":0.00004262228,"domain_scores_codex":[0.9975197,0.000429347,0.000812453,0.0002043524,0.0007973431,0.0002368288],"domain_scores_gemma":[0.9981046,0.000632384,0.00063215,0.0001961565,0.0003166467,0.0001180516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003099439,0.000217889,0.0007529327,0.00003719425,0.00001664667,5.432781e-7,0.002131641,0.8289512,0.001086657,0.09645928,0.00001017754,0.07030486],"study_design_scores_gemma":[0.00003570332,0.0003493242,0.001938033,0.0002142239,0.00007137562,0.0000175904,0.02994314,0.9486861,0.00483967,0.00713416,0.006399558,0.0003711736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1989824,0.0001542201,0.7977436,0.001256122,0.000693516,0.0004983532,0.000009705674,0.00006454626,0.0005975831],"genre_scores_gemma":[0.9889929,0.00002057064,0.01047831,0.00002750301,0.0002948194,0.0001165946,0.000001375449,0.00001385847,0.00005406631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7900106,"threshold_uncertainty_score":0.601823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0756546372586947,"score_gpt":0.3777828869087747,"score_spread":0.30212824965008,"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."}}