{"id":"W4388731715","doi":"10.23856/5918","title":"MENTAL SIMULATION SELF-REFLECTION TASKS FOR INCREASED LEARNING OF ENGLISH","year":2023,"lang":"en","type":"article","venue":"Polonia University Scientific Journal","topic":"Psychology of Development and Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflection (computer programming); Computer science; Outcome (game theory); Exploratory research; Empirical research; Generalization; Cognition; Cognitive psychology; Psychology; Mathematics education; Cognitive science; Artificial intelligence; Epistemology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000899221,0.0005289491,0.000333113,0.0003503077,0.0002193048,0.0004354522,0.0004798092,0.0004282601,0.003446227],"category_scores_gemma":[0.005824001,0.0001600729,0.0003832297,0.0002200352,0.0003021994,0.0004631602,0.0009750861,0.0006065617,0.0006072721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002581939,"about_ca_system_score_gemma":0.0005394734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004347354,"about_ca_topic_score_gemma":0.0005431413,"domain_scores_codex":[0.9994226,0.0003118821,0.00005753986,0.00007702621,0.00008102635,0.00005006354],"domain_scores_gemma":[0.9967153,0.002249902,0.0002238186,0.0004387479,0.0001449053,0.0002272722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008083171,0.03269934,0.02404704,0.001417545,0.0001208955,0.0006694101,0.0172999,0.01039853,0.30981,0.006905201,0.003200211,0.5853488],"study_design_scores_gemma":[0.00123094,0.05343465,0.3111945,0.0003271659,0.0001809071,0.001645983,0.005279762,0.0443524,0.5289626,0.01801911,0.03503136,0.000340571],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825078,0.00005802049,0.01315163,0.00005954949,0.00001534844,0.0004476687,0.0001586981,0.0001772845,0.00342396],"genre_scores_gemma":[0.9537494,0.00008628707,0.04169594,0.00003422235,0.000006691021,0.0007137419,0.0003616509,0.00004969844,0.003302393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003446227,"threshold_uncertainty_score":0.01152873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503046171202702,"score_gpt":0.3251194003399361,"score_spread":0.2900889386279091,"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."}}