{"id":"W7128606088","doi":"10.7202/1111946arcopiedan","title":"Ancrage au terrain dans l’accompagnement de personnes enseignantes par des conseillères et conseillers pédagogiques en mathématiques au primaire","year":2023,"lang":"fr","type":"article","venue":"DIAL (Catholic University of Leuven)","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Order (exchange); Vocational education; Context (archaeology); Data collection","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"],"consensus_categories":[],"category_scores_codex":[0.002362645,0.000297667,0.0004661853,0.0002917089,0.001112679,0.00007501514,0.0006295119,0.0002709318,0.0002424509],"category_scores_gemma":[0.0005442256,0.0003566804,0.0002633139,0.0004438628,0.002530325,0.0003048403,0.000214223,0.0002923978,0.00005526043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108745,"about_ca_system_score_gemma":0.002285728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06548437,"about_ca_topic_score_gemma":0.02188752,"domain_scores_codex":[0.996664,0.001544162,0.0003155108,0.0003668656,0.0003610774,0.0007483084],"domain_scores_gemma":[0.9982858,0.0006526943,0.000327395,0.0003247179,0.0001237248,0.0002856499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002383691,0.0003286297,0.008617597,0.0003778201,0.00008550681,0.00005127204,0.9431178,0.00001269271,0.0009993693,0.02761173,0.003996585,0.01477716],"study_design_scores_gemma":[0.0009011779,0.000435293,0.05444375,0.001573994,0.0002437916,0.00004701368,0.7186742,0.0008814376,0.001918666,0.02762439,0.1922069,0.001049411],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623366,0.0001918898,0.0044041,0.00758883,0.0002823527,0.0004132984,0.0001125529,0.0004574733,0.02421288],"genre_scores_gemma":[0.9774097,0.001837797,0.01423289,0.0001725414,0.0001679385,0.000004520415,0.00003746658,0.00002983851,0.006107338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2244436,"threshold_uncertainty_score":0.9998885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.039000569287168,"score_gpt":0.3080581301861074,"score_spread":0.2690575608989394,"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."}}