{"id":"W4390338678","doi":"10.3390/educsci14010037","title":"Technology, Pedagogy, and Content Knowledge: An Australian Case Study","year":2023,"lang":"en","type":"article","venue":"Education Sciences","topic":"Digital literacy in education","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Bachelor; Extant taxon; Psychology; Government (linguistics); Pedagogy; Mathematics education; Technology integration; Teaching method; Educational technology; Professional development; Medical education; Medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003885876,0.0004637126,0.0006812572,0.002169194,0.006703981,0.002868747,0.001544656,0.001979719,0.002699577],"category_scores_gemma":[0.01329388,0.0005148489,0.0003822356,0.002948932,0.00320872,0.002763779,0.004031189,0.002227194,0.0004078545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005869121,"about_ca_system_score_gemma":0.003961361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07081173,"about_ca_topic_score_gemma":0.1010636,"domain_scores_codex":[0.9959742,0.002262949,0.0001707694,0.0002052532,0.0007898737,0.0005969738],"domain_scores_gemma":[0.9942067,0.003644974,0.0004791673,0.0002355773,0.0006175686,0.0008160469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006758097,0.001929483,0.03975137,0.0003535564,0.00001547149,0.02410166,0.892726,0.0003816807,0.0009791794,0.004238521,0.001012359,0.03444318],"study_design_scores_gemma":[0.00004017273,0.0008582626,0.07699706,0.0006043792,0.00006204381,0.01300677,0.8750474,0.002453322,0.00124496,0.001962637,0.02767231,0.00005058873],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914248,0.000262343,0.0007499473,0.0006815401,0.000009041373,0.0001138086,0.00002202919,0.000004727112,0.006731725],"genre_scores_gemma":[0.9918007,0.001277461,0.001675601,0.0001812255,0.00001087361,0.0001035716,0.00002653187,0.00001117702,0.004912733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07081173,"threshold_uncertainty_score":0.1407992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1539862341156799,"score_gpt":0.4628027473255133,"score_spread":0.3088165132098334,"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."}}