{"id":"W4411219250","doi":"10.26634/jsch.20.4.21964","title":"AI in classrooms: Impact on teacher identity and autonomy","year":2025,"lang":"en","type":"article","venue":"i-manager s Journal on School Educational Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Autonomy; Identity (music); Psychology; Pedagogy; Mathematics education; Sociology; Political science; Art; Aesthetics","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":[0.0004917899,0.0001580132,0.000201933,0.001834843,0.000157368,0.000304874,0.0008155495,0.0001562052,0.00008212942],"category_scores_gemma":[0.0004560419,0.0001329626,0.00007235465,0.001213928,0.00007604904,0.0005219955,0.0001596494,0.001452047,0.0001227186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004066397,"about_ca_system_score_gemma":0.0007925821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001099877,"about_ca_topic_score_gemma":0.000008022962,"domain_scores_codex":[0.9987955,0.00007917203,0.0003122097,0.0003276017,0.0002140453,0.0002714418],"domain_scores_gemma":[0.9991648,0.0001151107,0.0001311469,0.0003818283,0.0001037748,0.0001033228],"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":[0.00001481387,0.0004486333,0.1237651,0.000008544422,0.0000856921,0.00003162095,0.00005612391,0.0009279683,0.0000332975,0.825345,0.01259081,0.03669241],"study_design_scores_gemma":[0.0004277118,0.0001537093,0.3694431,0.0001386653,0.00001087657,0.00007908852,0.00007393951,0.005784753,0.00001228098,0.6050587,0.01864647,0.000170738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4449307,0.0005122714,0.01636031,0.5316918,0.0007531403,0.0001175295,9.389925e-7,0.000133306,0.005499959],"genre_scores_gemma":[0.9877642,0.00004465397,0.003734411,0.002724254,0.0001327074,0.00000819138,0.000001083612,0.000007098715,0.0055834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5428335,"threshold_uncertainty_score":0.6308503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00921282470256765,"score_gpt":0.3577134716850057,"score_spread":0.348500646982438,"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."}}