{"id":"W2249251637","doi":"","title":"Conceptual Maps and Reflexion in Teacher Education","year":2006,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Paul University; Université du Québec en Outaouais; Université du Québec à Montréal","funders":"","keywords":"Epistemology; Mathematics education; Pedagogy; Sociology; Philosophy; Psychology","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":[0.0006632535,0.0001844559,0.0001642155,0.0005922346,0.0003768248,0.0001775679,0.0004269245,0.0005899533,0.0003815833],"category_scores_gemma":[0.000385129,0.0002089601,0.0001029127,0.0005587898,0.0007574045,0.001489321,0.00004590941,0.0004179554,0.00005856171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000646022,"about_ca_system_score_gemma":0.001870766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312681,"about_ca_topic_score_gemma":0.0007065523,"domain_scores_codex":[0.998518,0.00005263925,0.0005798349,0.0002728209,0.0002905924,0.0002860432],"domain_scores_gemma":[0.9983612,0.00005155717,0.0003714679,0.0002129401,0.0009544496,0.00004844464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001176518,0.0002814333,0.01750441,0.000008097127,0.0000113769,1.293455e-8,0.005774343,0.000001221964,0.0001031294,0.8809457,0.02359616,0.07176236],"study_design_scores_gemma":[0.0005139219,0.00004606831,0.005088442,0.00006044619,0.0000186702,0.000004377014,0.1743062,0.0001976931,0.0002904934,0.186723,0.6324612,0.0002895061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.591975,0.0006013286,0.0107467,0.10866,0.004203207,0.002996866,0.00005950435,0.001106728,0.2796507],"genre_scores_gemma":[0.9767158,0.0001644543,0.007479179,0.0008543548,0.0003276666,0.001434625,0.0007390132,0.00001208349,0.01227285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6942227,"threshold_uncertainty_score":0.8521147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200706979059721,"score_gpt":0.3440928927417816,"score_spread":0.3220858229511844,"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."}}