{"id":"W2158200319","doi":"10.1080/14926156.2013.784831","title":"Introduction to the Special Issue on Personal Mathematical Knowledge in the Work of Teaching/Introduction au numéro spécial sur les connaissances mathématiques personnelles dans le travail des enseignants","year":2013,"lang":"fr","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sociology; Psychology; Humanities; Mathematics education; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00580876,0.0002265503,0.0003692584,0.001017863,0.001853231,0.0002808119,0.0009861034,0.0002001675,0.0005493658],"category_scores_gemma":[0.003131865,0.0001570054,0.00007525789,0.001605915,0.006665077,0.0004634899,0.0000312077,0.0006573346,0.00003495032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005347192,"about_ca_system_score_gemma":0.003629878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006284654,"about_ca_topic_score_gemma":0.0146434,"domain_scores_codex":[0.9977365,0.000308883,0.0007427837,0.0002853492,0.0004415619,0.0004849219],"domain_scores_gemma":[0.9978382,0.0003096533,0.0005744917,0.0003200251,0.0007028453,0.0002547771],"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":[0.000002527865,0.0004856006,0.000387775,0.0001341219,0.00001190123,5.389865e-7,0.3864025,0.000001528839,0.0001613905,0.4608481,0.06093466,0.09062932],"study_design_scores_gemma":[0.0001256198,0.0003113664,0.00230985,0.001042322,0.00005489516,0.0002117557,0.6418159,0.0002012057,0.0007604567,0.2886871,0.06421093,0.0002686141],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8545228,0.0008430742,0.001475522,0.13241,0.002624207,0.0006600281,0.000003779948,0.0000152959,0.007445265],"genre_scores_gemma":[0.9746379,0.0001083892,0.01168073,0.0000806137,0.01161508,0.00005211773,9.34646e-7,0.00001789381,0.001806343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2554134,"threshold_uncertainty_score":0.9994462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185636037578669,"score_gpt":0.2884428701204041,"score_spread":0.2565865097446174,"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."}}