{"id":"W4389942882","doi":"10.1021/acsenergylett.3c02586","title":"Can ChatGPT and Other AI Bots Serve as Peer Reviewers?","year":2023,"lang":"en","type":"article","venue":"ACS Energy Letters","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Citation; Altmetrics; Library science; Computer science; World Wide Web; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002426992,0.0001012186,0.0001558578,0.0001015552,0.00008247366,0.00002015093,0.00005227825,0.00006697567,0.0001076797],"category_scores_gemma":[0.0001672761,0.00008906206,0.00003704368,0.0002717107,0.00005386254,0.00005122441,0.0000212969,0.0001109255,0.000163799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004681861,"about_ca_system_score_gemma":0.00006720128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005777777,"about_ca_topic_score_gemma":0.0004253643,"domain_scores_codex":[0.9990731,0.00003755058,0.0002006289,0.0002121768,0.0002255677,0.0002509359],"domain_scores_gemma":[0.9994463,0.00005852204,0.00004253063,0.0002274724,0.00009177326,0.0001333726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009600636,0.00007595547,0.05040842,0.0003973408,0.0001311067,0.0001761042,0.01081914,0.00006626822,0.02514359,0.006582173,0.7359839,0.17012],"study_design_scores_gemma":[0.00008293645,0.0001365816,0.004301554,0.0002842389,0.00006252754,0.00006410031,0.0008588522,0.000135164,0.03299751,0.001410738,0.9594138,0.0002519658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6519609,0.0002583566,0.0000287418,0.3464559,0.0004556831,0.00008202682,0.000002039145,0.00007409202,0.0006822793],"genre_scores_gemma":[0.8086272,0.0004169333,0.00003100859,0.1861781,0.0005983423,0.00003382884,0.00003528266,0.00002442061,0.004054839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2234299,"threshold_uncertainty_score":0.8734308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09188477708374078,"score_gpt":0.3908694569072608,"score_spread":0.29898467982352,"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."}}