{"id":"W4407607630","doi":"10.1007/s40979-025-00180-z","title":"Secondary school teachers’ perspectives on GenAI proliferation: generating advanced insights","year":2025,"lang":"en","type":"article","venue":"International Journal for Educational Integrity","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Mathematics education; Pedagogy; Sociology; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004568865,0.0001370189,0.0001323236,0.0004010189,0.0008490845,0.0004710554,0.0005553514,0.0001418623,0.0005476566],"category_scores_gemma":[0.003212649,0.0001279782,0.0001344606,0.0001997933,0.0001587611,0.0006213674,0.00004536738,0.0006678371,0.00003950014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065465,"about_ca_system_score_gemma":0.003040894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003664935,"about_ca_topic_score_gemma":0.0002225846,"domain_scores_codex":[0.9986129,0.00007696314,0.0003604047,0.0002729575,0.0004719529,0.0002047908],"domain_scores_gemma":[0.9979097,0.0003546846,0.0001614066,0.00009615743,0.0013618,0.0001161978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000983181,0.0003352295,0.003671597,0.000003802353,0.0001731115,0.000001815241,0.009941521,0.00002515517,0.000226185,0.915357,0.04583132,0.02433495],"study_design_scores_gemma":[0.001407488,0.0001041082,0.01859971,0.000206365,0.00001836122,0.00002539392,0.03981201,0.0001081015,0.001014922,0.3692603,0.569059,0.0003842227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6814911,0.001139563,0.003425013,0.1259964,0.01023189,0.0006548694,0.00003158926,0.0001194251,0.1769101],"genre_scores_gemma":[0.9664425,0.0001694784,0.006189417,0.002136712,0.002259413,0.00009808256,0.00005512909,0.000009815176,0.02263941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5460967,"threshold_uncertainty_score":0.6530557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02453162599865761,"score_gpt":0.3842915357516017,"score_spread":0.3597599097529441,"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."}}