{"id":"W2146921780","doi":"10.1177/1541344606290947","title":"Teachers and Technology","year":2006,"lang":"en","type":"article","venue":"Journal of Transformative Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Perspective (graphical); Transformative learning; Field (mathematics); Psychology; Mathematics education; Sample (material); Pedagogy; Computer science; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002877478,0.00003217612,0.00006162494,0.0001525183,0.0001198012,0.00002644324,0.00006416171,0.0000460661,0.00002453728],"category_scores_gemma":[0.00005404481,0.00002849734,0.00001927488,0.0001858528,0.00008187762,0.0003254323,0.000001163071,0.00009734511,0.000002234275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007865073,"about_ca_system_score_gemma":0.0004194156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001689939,"about_ca_topic_score_gemma":0.0001801886,"domain_scores_codex":[0.9995886,0.00003889559,0.0001712023,0.00002719565,0.000105,0.00006910709],"domain_scores_gemma":[0.9995365,0.0000225135,0.0001338534,0.00002418638,0.0002527306,0.0000302132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001005259,0.0003086768,0.03777834,0.0000160314,0.00002144062,3.577297e-7,0.1977704,0.000001886913,0.0003984161,0.1809448,0.02374075,0.5590088],"study_design_scores_gemma":[0.0002986662,0.00006698108,0.02436325,0.00006309205,0.00003216984,0.00001474211,0.1712497,0.000002471156,0.0007904738,0.05269497,0.7503143,0.0001091848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348159,0.0006142687,0.001533605,0.03346179,0.0006372709,0.00007560199,3.456773e-7,0.00001193089,0.02884928],"genre_scores_gemma":[0.9961345,0.0001015445,0.001128612,0.00004826185,0.0003863985,0.000001976181,5.92807e-7,0.000002055265,0.002196116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7265735,"threshold_uncertainty_score":0.1162088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004533330270029909,"score_gpt":0.2938249648557175,"score_spread":0.2892916345856876,"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."}}