{"id":"W3046220680","doi":"10.3758/s13421-020-01074-w","title":"Category similarity affects study choices in self-regulated learning","year":2020,"lang":"en","type":"article","venue":"Memory & Cognition","topic":"Domain Adaptation and Few-Shot Learning","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Categorization; Psychology; Similarity (geometry); Set (abstract data type); Cognitive psychology; Concept learning; Interleaving; Social psychology; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005133137,0.0001521828,0.00018384,0.0001304244,0.0001797638,0.0001738719,0.0002998078,0.0000633782,0.00006090536],"category_scores_gemma":[0.000194288,0.0001646617,0.00004243937,0.0007146629,0.00001975136,0.0006067465,0.00012581,0.0004191587,0.0001722215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003704606,"about_ca_system_score_gemma":0.00004984679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002513934,"about_ca_topic_score_gemma":0.00004387939,"domain_scores_codex":[0.9982615,0.0004970803,0.0002106242,0.0004603995,0.0003220571,0.0002483122],"domain_scores_gemma":[0.999395,0.0001365992,0.0001168269,0.0001531893,0.00007423404,0.0001241282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005135362,0.005557774,0.1285316,0.0006968982,0.0005243897,0.001980065,0.283919,0.07193038,0.06026777,0.003457987,0.001747625,0.4408729],"study_design_scores_gemma":[0.005663942,0.001254527,0.3800303,0.0000669943,0.00007346272,0.00001546105,0.006613283,0.5975101,0.00360444,0.0007444937,0.00351674,0.0009062645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548133,0.00006248667,0.0348893,0.0009205349,0.0001939375,0.0005931951,4.192678e-7,0.0008945102,0.007632343],"genre_scores_gemma":[0.9979149,0.000004080575,0.0009999634,0.0008664846,0.00007687401,0.00002550129,0.00001359414,0.00001310363,0.00008549773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5255797,"threshold_uncertainty_score":0.6714711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02913799800138384,"score_gpt":0.2571213821924749,"score_spread":0.2279833841910911,"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."}}