{"id":"W4387310113","doi":"10.53621/ijocer.v2i2.241","title":"Are Argumentation Skills Can Describe Understanding Concepts?","year":2023,"lang":"en","type":"article","venue":"International Journal of Current Educational Research","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Argumentation theory; Critical thinking; Logical reasoning; Process (computing); Interpretation (philosophy); Novelty; Analytical skill; Psychology; Mathematics education; Computer science; Epistemology; Social psychology","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":[0.01385749,0.000767223,0.0007004327,0.00732299,0.0008245183,0.005107903,0.00102304,0.001817082,0.006561132],"category_scores_gemma":[0.08979579,0.0003129597,0.001504153,0.007226689,0.005171721,0.0137451,0.002104148,0.001668786,0.0009404772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001959045,"about_ca_system_score_gemma":0.003605444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000937245,"about_ca_topic_score_gemma":0.001049738,"domain_scores_codex":[0.9831396,0.009861321,0.001990554,0.001021904,0.003485108,0.000501579],"domain_scores_gemma":[0.8635543,0.1005191,0.01990978,0.003311091,0.01115795,0.001547774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003967768,0.0006538413,0.1711013,0.01490324,0.0009561902,0.001001229,0.04558545,0.001423112,0.002218968,0.2038515,0.01228058,0.5456278],"study_design_scores_gemma":[0.0002074761,0.0005464438,0.2878624,0.03043377,0.001394424,0.003063273,0.07905989,0.004019347,0.002774983,0.4208297,0.1695121,0.000296197],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5004153,0.06855784,0.09488293,0.03749875,0.001415301,0.001613714,0.002574881,0.0003060393,0.2927352],"genre_scores_gemma":[0.9634668,0.008506375,0.02236002,0.001107241,0.0002608932,0.0008668128,0.0006078467,0.0000410686,0.00278291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01385749,"threshold_uncertainty_score":0.07328624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4305900485829098,"score_gpt":0.5860002162240849,"score_spread":0.1554101676411752,"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."}}