{"id":"W4388000244","doi":"10.1177/10497323231210816","title":"What Does ChatGPT Mean for <i>Qualitative Health Research</i> ?","year":2023,"lang":"en","type":"editorial","venue":"Qualitative Health Research","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Qualitative research; Psychology; Medicine; Sociology; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.2050121,0.0007734292,0.002550699,0.003062473,0.003747786,0.0005787964,0.000927785,0.00159415,0.0001542361],"category_scores_gemma":[0.1065004,0.0006261822,0.0004676946,0.004218483,0.002173825,0.0006868439,0.0003622282,0.009613312,0.001689303],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007264895,"about_ca_system_score_gemma":0.04035467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02963494,"about_ca_topic_score_gemma":0.01454751,"domain_scores_codex":[0.9292437,0.04545198,0.004267341,0.003107913,0.01131169,0.006617412],"domain_scores_gemma":[0.6476209,0.3064891,0.00186234,0.003082552,0.03581537,0.005129753],"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":[0.0008661981,0.0002676383,8.04084e-7,0.009130408,0.00009720206,0.000006190643,0.4057663,2.475963e-7,0.000002883545,0.002307979,0.5522206,0.02933353],"study_design_scores_gemma":[0.0001929615,0.004785362,0.000001433625,0.004450542,0.000007902868,6.83446e-7,0.4526033,0.00001820998,0.00006844717,0.03216755,0.505453,0.0002506602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004437911,0.01205024,0.0003730468,0.2646147,0.7089788,0.01137674,0.00165416,0.0002906577,0.0002179007],"genre_scores_gemma":[0.0006753256,0.07771841,0.002547257,0.002750796,0.8537005,0.008836119,0.009059086,0.0006608251,0.04405172],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2816227,"threshold_uncertainty_score":0.999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8722385882738097,"score_gpt":0.768120078506497,"score_spread":0.1041185097673127,"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."}}