{"id":"W7110003881","doi":"10.20533/ijicr.2042.4655.2025.0168","title":"A Novel Learning Maturity Model: Using Generative AI Technology","year":2025,"lang":"en","type":"article","venue":"International Journal of Intelligent Computing Research","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"Algoma University","keywords":"Transformative learning; Rubric; Generative grammar; Leverage (statistics); Mindset; Generative model; Metacognition; Craft; Maturity (psychological); Educational technology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005557032,0.0007224938,0.0002700424,0.002141355,0.001108672,0.006823031,0.001361136,0.002349037,0.003020401],"category_scores_gemma":[0.01048173,0.0003585487,0.0008864115,0.001150825,0.00404319,0.01197461,0.004463873,0.002981064,0.001167173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003778081,"about_ca_system_score_gemma":0.004216845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001668678,"about_ca_topic_score_gemma":0.001558093,"domain_scores_codex":[0.9960642,0.002014709,0.0002470092,0.0005048404,0.0008581898,0.0003110847],"domain_scores_gemma":[0.9941729,0.003120624,0.0005282253,0.0005503704,0.001077002,0.000550809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000220791,0.0001128222,0.003958768,0.0002655779,0.00001957266,0.0002066292,0.008581803,0.004066502,0.001425577,0.9031511,0.002008073,0.07618155],"study_design_scores_gemma":[0.00003111916,0.0002733882,0.002758252,0.0005816562,0.0000438092,0.0008249249,0.005444567,0.04867987,0.002674607,0.841324,0.0972788,0.00008491743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05622555,0.001964335,0.7816117,0.01602136,0.000160199,0.0005369359,0.0001868338,0.000689365,0.1426037],"genre_scores_gemma":[0.7136872,0.001502403,0.2716498,0.0009617677,0.00009010363,0.0007173545,0.0002443664,0.0001242721,0.01102276],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006823031,"threshold_uncertainty_score":0.02938873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08751537420679868,"score_gpt":0.425178218748417,"score_spread":0.3376628445416184,"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."}}