{"id":"W7125399643","doi":"10.5281/zenodo.18333719","title":"Perceptions and Challenges of Using Artificial Intelligence (AI) Among Primary School Leaders and Teachers: A Case Study at Kinabatangan Sabah","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada)","funders":"","keywords":"Thematic analysis; Perception; Qualitative research; The Internet; Key (lock); Rural area; Semi-structured interview","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000957448,0.00007530837,0.00009649267,0.0002457319,0.002307177,0.0002345806,0.0001907683,0.00005337596,0.0007977855],"category_scores_gemma":[0.000666376,0.00008536656,0.00001573829,0.0004917887,0.0006922129,0.000352672,0.0002648744,0.0001688792,0.00003736365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000218128,"about_ca_system_score_gemma":0.00002000723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005015308,"about_ca_topic_score_gemma":0.0000941527,"domain_scores_codex":[0.9987474,0.0004071709,0.000202014,0.0002575175,0.0002153735,0.0001705118],"domain_scores_gemma":[0.9992977,0.00004407951,0.00006831469,0.0001424417,0.0003600786,0.00008738659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007964749,0.001114304,0.008172141,0.0003388275,0.0001595594,0.00005323991,0.5618624,0.00003350748,0.005144509,0.1591438,0.004364796,0.2595333],"study_design_scores_gemma":[0.0001545252,0.0001617984,0.02500862,0.00007411595,0.0000413265,0.00006915979,0.9467371,0.0001032686,0.00008002964,0.001153008,0.02624455,0.0001725277],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832748,0.0002220808,0.0004816861,0.003794357,0.0000493651,0.0004235116,0.00001219397,0.00009871282,0.01164331],"genre_scores_gemma":[0.9992234,0.0001622964,0.0001239069,0.00007378236,0.00006933848,7.688863e-8,0.00003208885,0.00009615337,0.0002190008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3848747,"threshold_uncertainty_score":0.9989917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1760714447044353,"score_gpt":0.3645027148557236,"score_spread":0.1884312701512884,"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."}}