{"id":"W4414548540","doi":"10.1007/s00426-025-02162-9","title":"Procedural and declarative knowledge simultaneously contribute to category response selection","year":2025,"lang":"en","type":"article","venue":"Psychological Research","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Canada First Research Excellence Fund","keywords":"Categorization; Procedural knowledge; Procedural memory; Descriptive knowledge; Declarative memory; Set (abstract data type); Selection (genetic algorithm); Concept learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002236295,0.0003669025,0.0004739471,0.0005849782,0.0003496634,0.002849089,0.001143502,0.001051222,0.003952941],"category_scores_gemma":[0.01950228,0.0007878315,0.0003726176,0.0003920209,0.0009917615,0.001879805,0.001416089,0.002072757,0.0005980156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004192181,"about_ca_system_score_gemma":0.001151111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588837,"about_ca_topic_score_gemma":0.003353302,"domain_scores_codex":[0.9975878,0.0005995255,0.0001015109,0.00052662,0.0009202596,0.0002642763],"domain_scores_gemma":[0.9800941,0.01276041,0.002619954,0.001750257,0.001860795,0.0009144184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008027356,0.0008602754,0.2505398,0.0004021546,0.0003186004,0.001272206,0.003928063,0.003292898,0.5510541,0.02459997,0.001301766,0.1616274],"study_design_scores_gemma":[0.00009381718,0.0004496114,0.8653229,0.0001172575,0.0003343552,0.001677393,0.001694833,0.0155638,0.07950795,0.03212123,0.002964198,0.0001526129],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793576,0.0001117763,0.01015783,0.0002292383,0.00003353583,0.00002384,0.0001036573,0.00006696903,0.009915541],"genre_scores_gemma":[0.9900624,0.0001400956,0.006429902,0.0001293704,0.00002017835,0.00004102971,0.0002265342,0.0001490998,0.002801353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003952941,"threshold_uncertainty_score":0.01322395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001305956147104,"score_gpt":0.4944727921121252,"score_spread":0.3943421964974148,"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."}}