{"id":"W2243529597","doi":"","title":"Discussion Forum and Reflection in Teacher Education","year":2005,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Reflection (computer programming); Pedagogy; Political science; Mathematics education; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03643333,0.0007246076,0.0007587253,0.002458487,0.01088911,0.01202268,0.002552971,0.008261969,0.02216331],"category_scores_gemma":[0.08945048,0.0007623906,0.0007004414,0.001421831,0.008462995,0.01300205,0.009430439,0.007484275,0.002576717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002998835,"about_ca_system_score_gemma":0.003221524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006354864,"about_ca_topic_score_gemma":0.0007562768,"domain_scores_codex":[0.9243612,0.07017081,0.0006463227,0.001370982,0.001768913,0.001681861],"domain_scores_gemma":[0.8146787,0.1668552,0.003544013,0.004684062,0.003687327,0.00655066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008373465,0.001489789,0.003351869,0.0007029459,0.00003425157,0.00104287,0.7031803,0.000336236,0.002193931,0.131439,0.03431331,0.1210782],"study_design_scores_gemma":[0.000586264,0.0007651768,0.006204708,0.001496874,0.00007189217,0.001090379,0.50813,0.002399705,0.003636464,0.1082888,0.3672032,0.000126542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3306612,0.005500621,0.08228217,0.08471475,0.008715822,0.001138732,0.0002263711,0.001125799,0.4856345],"genre_scores_gemma":[0.9459348,0.0005993705,0.009302982,0.002013969,0.000577883,0.0007638516,0.00008850509,0.0002814505,0.04043717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03643333,"threshold_uncertainty_score":0.1926801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123621032771247,"score_gpt":0.3683999308792568,"score_spread":0.3471637205515443,"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."}}