{"id":"W4205684158","doi":"10.5539/ies.v15n1p76","title":"Framework of Artificial Intelligence Learning Platform for Education","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology North Bangkok","keywords":"Computer science; Artificial intelligence; Blended learning; Educational technology; Learning styles; Digital learning; Knowledge management; Mathematics education; Multimedia; Psychology","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":[0.003963588,0.0007878093,0.0003572231,0.002828368,0.002265954,0.007347113,0.002379085,0.002607587,0.005108574],"category_scores_gemma":[0.003517007,0.0003178153,0.001128357,0.001835656,0.002732174,0.007964673,0.00453476,0.00229899,0.001830943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003471421,"about_ca_system_score_gemma":0.008697889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006172714,"about_ca_topic_score_gemma":0.00299292,"domain_scores_codex":[0.9960115,0.001405048,0.0004464102,0.0006224664,0.00109055,0.0004239965],"domain_scores_gemma":[0.9982533,0.0004143534,0.0001522561,0.0002633038,0.0005821729,0.0003346337],"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":[0.00002011537,0.00007518101,0.0006743976,0.0001519643,0.00001218817,0.0002778878,0.001155383,0.005135194,0.001030353,0.9500021,0.003386256,0.03807899],"study_design_scores_gemma":[0.00006202777,0.0001541283,0.001048756,0.0006661803,0.00005178074,0.000646491,0.001816419,0.07155604,0.002642332,0.5734642,0.3478014,0.00009040649],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01660994,0.001108069,0.7674354,0.007341169,0.0003183544,0.001479865,0.0003151911,0.001409797,0.2039822],"genre_scores_gemma":[0.2917728,0.001588762,0.6639617,0.0008748327,0.0001803448,0.00189528,0.0008283184,0.0001856192,0.03871227],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007347113,"threshold_uncertainty_score":0.02518702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334523367473074,"score_gpt":0.4888180237102026,"score_spread":0.3553656869628952,"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."}}