{"id":"W2130323923","doi":"","title":"IS EDUCATIONAL TECHNOLOGY USEFUL TO MATHEMATICS TEACHERS ACTIVISTS","year":2009,"lang":"en","type":"article","venue":"Acta Didactica Napocensia","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Curriculum; Pedagogy; Reform mathematics; Connected Mathematics; Sociology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009798348,0.0002801073,0.0003401607,0.0005221329,0.0002154014,0.00005648777,0.0003711957,0.0002860403,0.002211039],"category_scores_gemma":[0.001684929,0.0002708063,0.00008085059,0.001042871,0.00009625334,0.000101436,0.00004351711,0.001005023,0.001294027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001364033,"about_ca_system_score_gemma":0.0001025784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001519493,"about_ca_topic_score_gemma":5.104458e-7,"domain_scores_codex":[0.9979707,0.0003079062,0.0003569114,0.0005397795,0.00025763,0.0005670502],"domain_scores_gemma":[0.9982234,0.0004953525,0.0001939376,0.0007731636,0.0001726737,0.0001414954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002371185,0.003058038,0.03063262,0.00002753067,0.0005901481,0.00004841846,0.1254162,0.000003565887,0.05170015,0.1956512,0.4816093,0.1110258],"study_design_scores_gemma":[0.0008781772,0.0006643174,0.6489351,0.00008339067,0.00009627046,0.0003127094,0.004004726,0.00002433236,0.003388864,0.02909708,0.311609,0.0009060858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8351281,0.00003111445,0.002578534,0.08814663,0.0005118915,0.0002439712,0.000003557794,0.0002656455,0.0730906],"genre_scores_gemma":[0.9426311,0.000001031253,0.04535659,0.004660116,0.0002122005,0.00002078954,0.000007703625,0.00004061893,0.007069866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6183025,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04004646931825585,"score_gpt":0.4043983254106828,"score_spread":0.364351856092427,"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."}}