{"id":"W2591777323","doi":"","title":"A Connectionist Model of the Development of Transitivity","year":2004,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Connectionism; Transitive relation; Psychology; Contrast (vision); Inference; Perception; Cognitive science; Cognitive psychology; Computer science; Artificial intelligence; Mathematics; Artificial neural network","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001869603,0.0001997393,0.0003259944,0.00005816088,0.0001297192,0.00009355305,0.0003109726,0.00008094241,0.00008552474],"category_scores_gemma":[0.0004944068,0.0001387884,0.0001948081,0.0002966219,0.0001734619,0.0007581851,0.0001907187,0.0001903704,0.00008238347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003934256,"about_ca_system_score_gemma":0.0003028715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.940977e-7,"about_ca_topic_score_gemma":0.000004672454,"domain_scores_codex":[0.9984637,0.00002739463,0.0006516035,0.0002106106,0.000423552,0.0002231183],"domain_scores_gemma":[0.9991243,0.0002629166,0.0002056014,0.0002412839,0.0000631834,0.0001026847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000803035,0.01145417,0.02656657,0.00390534,0.0009595085,0.00002107741,0.005107403,0.000282193,0.02811352,0.884141,0.0009173412,0.03772889],"study_design_scores_gemma":[0.0006147202,0.00002482806,0.0008065535,0.0003341806,0.0000185923,0.000004453462,0.00009782329,0.0000349153,0.2850206,0.7125342,0.00031012,0.000198932],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532906,0.00001287349,0.01852682,0.0003690541,0.00002970869,0.0003352458,0.0006078235,0.00008479302,0.02674307],"genre_scores_gemma":[0.9683462,7.660795e-7,0.0312545,0.00009768322,0.00001115524,0.00001271822,0.00002081035,0.00003245478,0.0002236943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2569071,"threshold_uncertainty_score":0.5659628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205600484567941,"score_gpt":0.2441392913549665,"score_spread":0.2120832865092871,"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."}}