{"id":"W4402046988","doi":"10.5539/ies.v17n5p22","title":"Exploring Perspectives of Teacher Students Toward Generative AI Technologies","year":2024,"lang":"en","type":"article","venue":"International Education Studies","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Technology integration; Pedagogy; Generative grammar; Teaching method; Sociology; Computer science","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":[0.003440549,0.0003175929,0.000357094,0.001269146,0.002594116,0.007182256,0.000493979,0.001125555,0.002800147],"category_scores_gemma":[0.009471723,0.0003779538,0.0003334679,0.0006089401,0.003836279,0.002981863,0.002240303,0.003891472,0.0006853407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356267,"about_ca_system_score_gemma":0.001377142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002182399,"about_ca_topic_score_gemma":0.002885038,"domain_scores_codex":[0.9963815,0.00229533,0.0001101954,0.0001847066,0.0005823461,0.0004457825],"domain_scores_gemma":[0.9907191,0.0051764,0.001200802,0.0002956415,0.001013565,0.001594547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004559786,0.0002225096,0.0400626,0.0001028338,0.000008432294,0.0009187753,0.9373006,0.0000931956,0.004712631,0.003992032,0.0006082042,0.0119326],"study_design_scores_gemma":[0.000008762571,0.0002113232,0.01159263,0.0001172811,0.00001358261,0.0007188571,0.9634186,0.0002880304,0.001647906,0.001342856,0.02061611,0.00002404387],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897504,0.0002517224,0.001394402,0.001105349,0.00001601951,0.00001661662,0.000009712137,0.000009204215,0.007446391],"genre_scores_gemma":[0.9969879,0.0003618386,0.0002844933,0.0001733778,0.000006563529,0.00001180884,0.000008852356,0.000007268206,0.002157948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007182256,"threshold_uncertainty_score":0.01819557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506566147308505,"score_gpt":0.4509272574689625,"score_spread":0.300270642738112,"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."}}