{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003143921,0.0001972243,0.0004909282,0.0007489498,0.0004521441,0.002196389,0.0006388942,0.001289113,0.004573449],"category_scores_gemma":[0.02858003,0.0003801011,0.0002875819,0.0004041302,0.0006683799,0.001432646,0.001133683,0.001262735,0.0005473436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000435902,"about_ca_system_score_gemma":0.0004049972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223,"about_ca_topic_score_gemma":0.001565742,"domain_scores_codex":[0.9980527,0.0007456464,0.0001569923,0.0004552892,0.0004317411,0.000157574],"domain_scores_gemma":[0.967161,0.01960739,0.005326337,0.00296634,0.001346693,0.003592256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01379252,0.01092282,0.8502876,0.0001241744,0.0004831566,0.0004971571,0.003320121,0.002851889,0.06912564,0.002812742,0.001020576,0.04476167],"study_design_scores_gemma":[0.0002256102,0.001883365,0.9827808,0.00001320696,0.00007527985,0.0002491585,0.0006825855,0.006381174,0.003213736,0.003858824,0.0005864471,0.00004981649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987653,0.00002631746,0.0001752847,0.00003017122,0.000004126317,0.000009867654,0.00001850969,0.00000901581,0.0009613195],"genre_scores_gemma":[0.9987831,0.00001479703,0.0003239101,0.00003509349,0.000003156523,0.00001413043,0.00005451776,0.00001164322,0.000759764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004573449,"threshold_uncertainty_score":0.01662683,"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."}}