{"id":"W4290982063","doi":"","title":"Taking advantage of groupitizing skills to better understand numeration","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"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":[0.0007347699,0.0006275414,0.000343342,0.0007030368,0.0002967728,0.002210747,0.0004565365,0.000628739,0.01437113],"category_scores_gemma":[0.008043453,0.0001475672,0.0002732086,0.0006158806,0.0006224728,0.00286751,0.0008990993,0.001119421,0.001478786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003007757,"about_ca_system_score_gemma":0.0006361257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135816,"about_ca_topic_score_gemma":0.002568684,"domain_scores_codex":[0.9996449,0.0000651733,0.00002379274,0.0001288838,0.00009278688,0.00004440069],"domain_scores_gemma":[0.9969278,0.001530036,0.0005108402,0.0003841301,0.0003788093,0.0002684977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004408179,0.001557498,0.1086399,0.0009877625,0.0001046159,0.0009006305,0.01935109,0.002894747,0.2254591,0.02163566,0.004344769,0.6136835],"study_design_scores_gemma":[0.0001307074,0.001840197,0.7018079,0.0005355388,0.0003322373,0.001555862,0.01568305,0.0210243,0.08154175,0.1239903,0.05135979,0.0001985392],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9100555,0.0004417599,0.02728544,0.0009769591,0.0001008737,0.0001754037,0.0002464481,0.0003845485,0.0603331],"genre_scores_gemma":[0.9541188,0.0004442214,0.03388951,0.0002841564,0.0000324944,0.00009750185,0.0002549346,0.0001234956,0.01075474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01437113,"threshold_uncertainty_score":0.04807621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630316717656856,"score_gpt":0.2835342722165748,"score_spread":0.2572311050400062,"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."}}