{"id":"W4389524549","doi":"10.18653/v1/2023.findings-emnlp.1044","title":"Is ChatGPT the ultimate Data Augmentation Algorithm?","year":2023,"lang":"en","type":"article","venue":"","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Annotation; Zero (linguistics); Shot (pellet); Algorithm; Machine learning; Artificial intelligence; Data mining","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":[0.007676216,0.00184341,0.001693659,0.001885046,0.001774233,0.003771592,0.004056857,0.003629518,0.008458954],"category_scores_gemma":[0.03308921,0.000799419,0.001827876,0.002548282,0.002254142,0.005927003,0.00458727,0.005291238,0.009707614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062576,"about_ca_system_score_gemma":0.002307009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003758944,"about_ca_topic_score_gemma":0.008206142,"domain_scores_codex":[0.9942781,0.00244995,0.000266932,0.001732905,0.0009944263,0.0002777245],"domain_scores_gemma":[0.9882301,0.005201488,0.0002920398,0.004050404,0.001836827,0.0003891721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009653841,0.0002892221,0.003789601,0.0009056728,0.0003596561,0.0002934362,0.0009012896,0.008036138,0.01075662,0.01119374,0.1128445,0.8496646],"study_design_scores_gemma":[0.0006181779,0.001170781,0.007401041,0.001164114,0.000556442,0.003507166,0.00284023,0.4235169,0.05682015,0.1743586,0.3277438,0.0003025076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03328759,0.006035442,0.8915465,0.008387217,0.002917922,0.0007589535,0.005160389,0.03716635,0.01473953],"genre_scores_gemma":[0.1343355,0.001205993,0.8279115,0.005049206,0.0006073307,0.0007338155,0.01717971,0.003109778,0.009867183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008458954,"threshold_uncertainty_score":0.04059619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124583459380674,"score_gpt":0.4221563726162775,"score_spread":0.2975729132356035,"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."}}