{"id":"W2327010184","doi":"10.5539/ies.v9n4p9","title":"Teacher Attitudes to Professional Development of Proficiency in the Classroom Application of Digital Technologies","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Digital literacy in education","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Class (philosophy); Mathematics education; Usability; Process (computing); Psychology; Professional development; Teaching method; Pedagogy; Technology integration; Educational technology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002747769,0.00008694826,0.0001084031,0.0002735007,0.00003608604,0.00003842404,0.0009579871,0.00002611758,0.000001816836],"category_scores_gemma":[0.0008746154,0.00004981081,0.00002480317,0.0003979911,0.00008246018,0.0006970887,0.00022991,0.00004147292,0.00002105644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399855,"about_ca_system_score_gemma":0.0002949939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002433755,"about_ca_topic_score_gemma":0.000005089032,"domain_scores_codex":[0.9988247,0.00001875577,0.0004289208,0.0002227412,0.0004069813,0.00009787368],"domain_scores_gemma":[0.9984028,0.0002203667,0.000210229,0.0002765195,0.0008780981,0.00001200639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000008020785,0.001295366,0.1637291,0.00002827696,0.00003599676,6.466474e-8,0.009602316,0.00000305846,0.001274144,0.08557075,0.001749651,0.7367033],"study_design_scores_gemma":[0.0004689995,0.0001408398,0.761898,0.0008927695,0.000008342618,0.00001130805,0.02710036,0.0001203498,0.02050254,0.09494215,0.09342577,0.0004885452],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9290258,0.0003522482,0.04105029,0.02463376,0.001962848,0.0005359453,0.000008686977,0.00007294299,0.002357454],"genre_scores_gemma":[0.9866833,0.000007375176,0.01186726,0.00006119112,0.00002842862,0.0004034369,0.000004567435,0.000003263806,0.0009411618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7362147,"threshold_uncertainty_score":0.2031226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749814589622704,"score_gpt":0.3885975762546777,"score_spread":0.3510994303584507,"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."}}