{"id":"W7074651805","doi":"","title":"Imposter Participants in Synchronous Qualitative Research: A Systematic Scoping Review","year":2025,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta; Women and Children's Health Research Institute; Children's Health Research Institute","keywords":"Qualitative research; Qualitative property; Qualitative analysis; Discipline; Systematic review","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002983598,0.0002091021,0.0008934901,0.0004068208,0.0009209163,0.00003562377,0.000972714,0.0001389617,0.0004219704],"category_scores_gemma":[0.0002084453,0.0002447452,0.000278233,0.0007693319,0.002093438,0.0005587334,0.0003228932,0.0003741591,0.0002867254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004299133,"about_ca_system_score_gemma":0.0006246304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002123415,"about_ca_topic_score_gemma":0.0006369911,"domain_scores_codex":[0.9976756,0.0003007246,0.0007470603,0.0006216369,0.0002050092,0.0004499796],"domain_scores_gemma":[0.9980527,0.0003777687,0.0006174964,0.0005781493,0.0002737174,0.0001002377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003626168,0.0009695017,0.002875274,0.06061263,0.001132316,0.0004261088,0.03101926,0.0009071529,0.0007052278,0.8975963,0.003243939,0.0001496581],"study_design_scores_gemma":[0.007002539,0.0007071343,0.03152355,0.3167572,0.0006685533,0.00007605528,0.6095213,0.002230756,0.0006746346,0.02667631,0.002203416,0.001958555],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5459484,0.0240404,0.001798257,0.00110331,0.001044296,0.002967979,0.0004972297,0.00006041458,0.4225397],"genre_scores_gemma":[0.9869413,0.00301586,0.0003209589,0.00002738253,0.00001342251,0.000001191201,0.000006081661,0.000005423437,0.00966842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.87092,"threshold_uncertainty_score":0.9980418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1463118497355407,"score_gpt":0.3276954228321285,"score_spread":0.1813835730965878,"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."}}