{"id":"W4403424830","doi":"10.23977/aetp.2024.080530","title":"Research on the Effectiveness of Project-Based Learning Promoted by the Integration of Chat GPT and Argument Mapping","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Argument (complex analysis); Computer science; Psychology; Biology; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01203392,0.0005142635,0.0005580138,0.002115152,0.0007347661,0.002410186,0.001026591,0.0007860729,0.003130989],"category_scores_gemma":[0.05126706,0.0002408166,0.0005246474,0.001346048,0.0008636304,0.002450337,0.001623711,0.0008220178,0.0005938092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008266987,"about_ca_system_score_gemma":0.001285189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004019925,"about_ca_topic_score_gemma":0.0005520592,"domain_scores_codex":[0.984759,0.01114296,0.0006204432,0.0007927454,0.002187955,0.0004968867],"domain_scores_gemma":[0.907254,0.07906298,0.00523632,0.002821789,0.003016677,0.002608191],"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":[0.001559305,0.01151783,0.0434866,0.003274436,0.000311871,0.0002445666,0.01688586,0.001178854,0.01131027,0.002014274,0.0008705595,0.9073456],"study_design_scores_gemma":[0.0022983,0.07084086,0.6879609,0.006707455,0.003637775,0.003330934,0.0699168,0.01722143,0.07182423,0.009885499,0.05600797,0.0003678831],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810228,0.001246394,0.005698486,0.000306897,0.00005344665,0.0003585354,0.0000277577,0.000080805,0.0112049],"genre_scores_gemma":[0.9863446,0.001161788,0.01077062,0.0000770937,0.0000485084,0.0003554455,0.00004382675,0.0000159586,0.001182115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01203392,"threshold_uncertainty_score":0.06364214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06042301729129461,"score_gpt":0.4921387219315727,"score_spread":0.431715704640278,"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."}}