{"id":"W4393933234","doi":"10.7202/1110039ar","title":"Le développement de la pensée mathématique des enfants : portrait des besoins ressentis par des enseignants à l’éducation préscolaire québécois","year":2023,"lang":"fr","type":"article","venue":"Revue internationale de communication et socialisation","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue; Université du Québec à Trois-Rivières","funders":"","keywords":"Portrait; Humanities; Art; Sociology; Political science; Art history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001096367,0.0003904501,0.000259311,0.001486775,0.004098224,0.002721931,0.0007131416,0.0006676965,0.01004515],"category_scores_gemma":[0.00324165,0.0001897979,0.0002727349,0.001510686,0.002366001,0.001424428,0.001565935,0.001221522,0.0008722646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01440387,"about_ca_system_score_gemma":0.01520117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7970135,"about_ca_topic_score_gemma":0.9050524,"domain_scores_codex":[0.9992852,0.0001545743,0.00002190117,0.00008248651,0.0002240031,0.0002319194],"domain_scores_gemma":[0.9973094,0.0003471382,0.0003444281,0.00006145463,0.001195281,0.0007422492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002517497,0.0001189446,0.385376,0.0004562936,0.00006480135,0.002202151,0.4550453,0.0006088943,0.003273233,0.0210119,0.0149733,0.1166174],"study_design_scores_gemma":[0.000005211871,0.00008033647,0.6829178,0.0005694482,0.0000363886,0.0004979006,0.2005838,0.0004482245,0.0008883728,0.001191985,0.1127222,0.00005837217],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467536,0.003839231,0.001001546,0.004091957,0.00006737874,0.00003554689,0.0005455269,0.0000206213,0.0436446],"genre_scores_gemma":[0.9650822,0.003354877,0.0008755865,0.0002914362,0.00001376023,0.00003299176,0.0002583935,0.00001715219,0.03007361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2029865,"threshold_uncertainty_score":0.4083638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140375955430436,"score_gpt":0.3708348278365151,"score_spread":0.2567972322934714,"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."}}