{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3128997,0.001495724,0.002207392,0.002008067,0.02770482,0.01246308,0.006354709,0.007400488,0.006146938],"category_scores_gemma":[0.462054,0.002701472,0.001209538,0.001636225,0.02595802,0.02208066,0.02101344,0.0141103,0.002177626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007106068,"about_ca_system_score_gemma":0.02132176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005095202,"about_ca_topic_score_gemma":0.008684889,"domain_scores_codex":[0.5435491,0.4145425,0.01129554,0.009785566,0.01324281,0.007584547],"domain_scores_gemma":[0.5705463,0.3205088,0.04204298,0.03220815,0.02222949,0.01246426],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001741311,0.00009021098,0.006501422,0.0008142468,0.0000400969,0.001683804,0.9506451,0.00008866928,0.001248143,0.00583825,0.004900403,0.02797545],"study_design_scores_gemma":[0.00006876071,0.000245077,0.002483181,0.003548455,0.00008983359,0.002639381,0.9271998,0.001192172,0.002218921,0.02020144,0.03994345,0.0001695922],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5573902,0.006037887,0.1966835,0.2045586,0.003904901,0.007726502,0.0003198106,0.0006344849,0.0227441],"genre_scores_gemma":[0.8838953,0.002155742,0.06510489,0.03108168,0.0005171362,0.01249606,0.00013125,0.0002650885,0.004352884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6871003,"threshold_uncertainty_score":0.847317,"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."}}