{"id":"W4389633105","doi":"10.23977/jaip.2023.060805","title":"Evaluation of the Influence of Artificial Intelligence on College Students' Learning Based on Group Decision-making Method","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Operability; Realm; Computer science; Rationality; Psychology; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02203875,0.0002275083,0.0004315049,0.0006878598,0.0003009284,0.0001718878,0.001947739,0.000124546,0.00002525579],"category_scores_gemma":[0.04257999,0.0001725141,0.0002875254,0.00299775,0.0001321327,0.0007963379,0.0002736013,0.001138347,0.00005666105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685652,"about_ca_system_score_gemma":0.0005653119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000204084,"about_ca_topic_score_gemma":0.00001347777,"domain_scores_codex":[0.9910735,0.00227046,0.001725491,0.0003785902,0.004230232,0.0003217113],"domain_scores_gemma":[0.9834548,0.01029489,0.002688881,0.0006237233,0.002843354,0.00009438379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000215951,0.0003954543,0.0001327412,0.00001035236,0.00004324604,0.00001609966,0.0007113163,0.7081008,0.0009681212,0.01278862,0.00001309447,0.2766042],"study_design_scores_gemma":[0.00004386068,0.0009846628,0.00105291,0.0007881551,0.0001873305,0.00002300846,0.002459151,0.9328908,0.01026326,0.05098219,0.0001595352,0.000165192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2785114,0.00002734131,0.7175502,0.00272046,0.0007755591,0.000237101,0.000002974497,0.0000313836,0.0001436094],"genre_scores_gemma":[0.948612,0.00003247429,0.05093069,0.0002336468,0.0001611272,0.000003277551,3.225231e-7,0.00001672495,0.000009720089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6701006,"threshold_uncertainty_score":0.9654847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07819486097998976,"score_gpt":0.4499777859593371,"score_spread":0.3717829249793474,"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."}}