{"id":"W4397034263","doi":"10.1007/978-3-031-55272-4_1","title":"Creative Application of Artificial Intelligence in Education","year":2024,"lang":"en","type":"book-chapter","venue":"Palgrave studies in creativity and culture","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Agence Nationale de la Recherche","keywords":"Creativity; Realm; Expansive; Sociocultural evolution; Engineering ethics; Human intelligence; Psychology; Sociology; Engineering; Artificial intelligence; Computer science; Political science; Social psychology","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":[0.0002216775,0.0002167849,0.0004075933,0.0001887858,0.00004388425,0.00003195418,0.0001940297,0.0001787301,0.000002778856],"category_scores_gemma":[0.00008170676,0.0001787012,0.00006060989,0.0001873736,0.0002292446,0.00004099285,0.0001851522,0.000463478,0.000009570744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000722258,"about_ca_system_score_gemma":0.0000639066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000564613,"about_ca_topic_score_gemma":0.0003931719,"domain_scores_codex":[0.9989309,0.00002730965,0.0003281678,0.0004391967,0.0001601284,0.0001143038],"domain_scores_gemma":[0.9993528,0.000102394,0.0001624627,0.0002208306,0.0001358522,0.00002570601],"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":[0.00000385862,0.00002780671,0.0001047954,0.0002054666,0.00004414467,0.00000388891,0.008779033,0.00003299451,0.000009340029,0.8430424,0.00004555646,0.1477007],"study_design_scores_gemma":[0.00002225136,0.00007364285,0.0000955513,0.0009379438,0.00003377121,0.000003220005,0.002011318,0.005485509,0.0000488215,0.9870582,0.004034738,0.0001950083],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0007806016,0.09312956,0.07794972,0.00493671,0.0009519726,0.001418589,0.00008526171,0.0001898561,0.8205577],"genre_scores_gemma":[0.8550207,0.02098926,0.01319316,0.00009906566,0.0004108537,0.00009473095,0.00005404546,0.00003496176,0.1101032],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8542401,"threshold_uncertainty_score":0.7287222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04037333751668148,"score_gpt":0.3536795444319695,"score_spread":0.313306206915288,"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."}}