{"id":"W4377286935","doi":"10.5539/elt.v16n6p91","title":"Understanding Teachers’ Knowledge and Skills via Technological Pedagogical and Content Knowledge Framework","year":2023,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Technology integration; Mathematics education; Information and Communications Technology; Data collection; Pedagogy; Foreign language; Teaching method; Sociology; 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":[0.002039316,0.0002005413,0.0002971151,0.0002854233,0.001275174,0.0001230854,0.0002563326,0.000426152,0.000044602],"category_scores_gemma":[0.008144282,0.0001802006,0.00004891719,0.0005327968,0.0009857345,0.000190388,0.0003598295,0.00113111,0.00004091098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003538534,"about_ca_system_score_gemma":0.00005547428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001045671,"about_ca_topic_score_gemma":0.0003485879,"domain_scores_codex":[0.9982238,0.0003419133,0.0002282795,0.0004708369,0.0001869172,0.0005482759],"domain_scores_gemma":[0.9981939,0.001324983,0.00007786458,0.0002208244,0.00004030049,0.0001420863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002021137,0.00006822648,0.006410402,0.00001174808,0.00002868288,0.000009892173,0.8223521,2.268305e-7,0.0003270467,0.109858,0.001075913,0.05985578],"study_design_scores_gemma":[0.0002319878,0.00003682379,0.00401861,0.0001050891,0.00002344418,0.000003087367,0.9619049,0.00001592714,0.00008658318,0.008319287,0.02496248,0.000291733],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96188,0.00378628,0.005184216,0.001072031,0.0005210758,0.0002941154,0.000003595931,0.004243846,0.02301481],"genre_scores_gemma":[0.9931791,0.0003225351,0.001786428,0.00004677407,0.0004094418,0.00004723678,0.000003635424,0.0000222239,0.004182622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1395529,"threshold_uncertainty_score":0.9807738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.176042085714654,"score_gpt":0.4110734545044158,"score_spread":0.2350313687897619,"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."}}