{"id":"W2994395709","doi":"10.1007/978-981-13-1710-1_33-1","title":"Technology Teacher Educators","year":2019,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Teacher education; Pedagogy; Scope (computer science); Teacher preparation; Mathematics education; Technology integration; Educational technology; Psychology; Sociology; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003039829,0.0002371324,0.0002740171,0.00123717,0.0001362496,0.00004509674,0.0007286978,0.0007890122,0.005164186],"category_scores_gemma":[0.0002337883,0.0002663799,0.0001548523,0.0000818634,0.00049281,0.0001579899,0.00006869702,0.000505372,0.0005154333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005602607,"about_ca_system_score_gemma":0.003179024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002635742,"about_ca_topic_score_gemma":0.0003710755,"domain_scores_codex":[0.9984297,0.00001724926,0.0004709249,0.0003954883,0.0004913035,0.0001954003],"domain_scores_gemma":[0.9980024,0.00005114032,0.0005917489,0.000431676,0.0008512929,0.0000717775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007383699,0.0001097864,0.002110864,0.00001463268,0.00009141066,1.620915e-7,0.00114467,2.858927e-7,0.00009246371,0.9405913,0.01388657,0.04195043],"study_design_scores_gemma":[0.00009330927,0.00002655018,0.0001707027,0.0003423562,0.00004310597,0.000001982174,0.002466848,0.000001236704,0.0006687118,0.0838504,0.9120951,0.0002396834],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003803275,0.0007793971,0.00004742285,0.007220118,0.008409027,0.0004435596,0.00001454701,0.0001458345,0.9791368],"genre_scores_gemma":[0.132722,0.000432843,0.0005932819,0.0001560408,0.0008784072,0.00003979484,0.00009089973,0.00004239001,0.8650444],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8982086,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048644400379611,"score_gpt":0.3280931826092708,"score_spread":0.3076067386054747,"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."}}