{"id":"W1575003703","doi":"","title":"Teacher education for lifelong learning","year":2010,"lang":"en","type":"book-chapter","venue":"University of Huddersfield Repository (University of Huddersfield)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Lifelong learning; Mathematics education; Psychology; Pedagogy","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003507322,0.0002516895,0.0005233385,0.0003299108,0.001434379,0.00002602606,0.0007018289,0.001204742,0.03172508],"category_scores_gemma":[0.00008154436,0.0003745507,0.0005182324,0.00007774396,0.0007633693,0.000281737,0.00009937137,0.00076638,0.00002242886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005364317,"about_ca_system_score_gemma":0.001602396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009100933,"about_ca_topic_score_gemma":0.003168515,"domain_scores_codex":[0.9985234,0.0001121613,0.00023998,0.0004377137,0.0003972167,0.0002895261],"domain_scores_gemma":[0.997579,0.0003280635,0.0008382517,0.0004188276,0.0006103897,0.0002254112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001151749,0.0001363457,0.0005258566,0.0002601387,0.0002389706,0.00001218317,0.06119252,0.000006486895,0.0004278082,0.06848434,0.8647816,0.003818598],"study_design_scores_gemma":[0.0003239268,0.00009381831,0.000007927926,0.0001790255,0.0002161613,0.000003111192,0.6697559,0.00000454477,0.00005752309,0.0008765875,0.3281875,0.0002939845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005025108,0.0004181986,0.000897862,0.001902016,0.001231619,0.0005495356,0.00001162217,0.00007648421,0.9944102],"genre_scores_gemma":[0.1927319,0.0004209635,0.001396899,0.00005090993,0.000641423,1.31678e-7,0.00002383692,0.0000257492,0.8047082],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6085634,"threshold_uncertainty_score":0.9998707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853771005692129,"score_gpt":0.24327769148313,"score_spread":0.2247399814262087,"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."}}