{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002412267,0.0003325532,0.0004684736,0.001299621,0.00564322,0.01010006,0.0004918325,0.002415152,0.02143282],"category_scores_gemma":[0.007277593,0.0002612294,0.0002207156,0.001639666,0.009859213,0.006331912,0.005202584,0.003519926,0.004537296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003540254,"about_ca_system_score_gemma":0.003643218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003229782,"about_ca_topic_score_gemma":0.004069859,"domain_scores_codex":[0.9959708,0.002014663,0.00016233,0.0005252685,0.0008928482,0.0004340747],"domain_scores_gemma":[0.9968241,0.001579551,0.0003581706,0.0002876533,0.0003634122,0.0005871798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004582025,0.0001399428,0.007852802,0.0004840904,0.00001748097,0.0009816198,0.2400609,0.0001866684,0.0005811847,0.5225617,0.07431008,0.1527777],"study_design_scores_gemma":[0.00001143606,0.00004179388,0.002252602,0.0003287703,0.000006346663,0.0006692132,0.03814138,0.0000424486,0.0001688913,0.03242614,0.9259002,0.00001082057],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03826135,0.04266768,0.005059677,0.06598123,0.002351054,0.00008364298,0.00006948021,0.0001769867,0.845349],"genre_scores_gemma":[0.6221479,0.02514616,0.001727159,0.008792176,0.0009103743,0.0001491701,0.00007081454,0.000181062,0.3408751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02143282,"threshold_uncertainty_score":0.07169992,"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."}}