{"id":"W4391157828","doi":"10.1177/14687941231224591","title":"Who can you trust these days?: Dealing with imposter participants during online recruitment and data collection","year":2024,"lang":"en","type":"article","venue":"Qualitative Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Data collection; Psychology; Applied psychology; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.004412896,0.0001455474,0.0002657024,0.0005441676,0.0002918293,0.0001852748,0.0001891964,0.00005858346,0.0003673851],"category_scores_gemma":[0.001348695,0.0001017024,0.00004621404,0.000818759,0.0003893905,0.0002498603,0.0003162883,0.0007378419,0.00004642207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002542184,"about_ca_system_score_gemma":0.0003559767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220988,"about_ca_topic_score_gemma":0.00161406,"domain_scores_codex":[0.996253,0.001154648,0.0003264184,0.0006062998,0.0009391823,0.0007204817],"domain_scores_gemma":[0.9977846,0.0008227623,0.00002591437,0.0005573605,0.0003879259,0.00042141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01191639,0.003228804,0.02196695,0.01121308,0.005909769,0.003290808,0.572113,0.000007585179,0.0925418,0.01288353,0.07235247,0.1925758],"study_design_scores_gemma":[0.01441679,0.05252833,0.05886179,0.02632803,0.0006538452,0.0007775601,0.5856052,0.1061019,0.03692114,0.004488136,0.1115599,0.001757334],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835186,0.002156791,0.0002203947,0.009657045,0.00002124235,0.001299037,0.000502463,0.00006078548,0.002563661],"genre_scores_gemma":[0.9503301,0.0008925644,0.0006312952,0.0000238444,0.0001407396,0.0002169505,0.0003198236,0.00004513561,0.04739956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1908185,"threshold_uncertainty_score":0.4147303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.568417349501868,"score_gpt":0.6156968205055752,"score_spread":0.04727947100370722,"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."}}