{"id":"W4406815201","doi":"10.2196/59955","title":"Assessment of Fraud Deterrence and Detection Procedures Used in a Web-Based Survey Study With Adult Black Cisgender Women: Description of Lessons Learned and Recommendations","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities","keywords":"Preprint; Web survey; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1392632,0.001296033,0.001148352,0.003048088,0.002157579,0.00441699,0.004127209,0.001812651,0.001390565],"category_scores_gemma":[0.2045395,0.0007991178,0.001982018,0.002492273,0.001167395,0.004933861,0.002631993,0.00324377,0.0005057833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005062738,"about_ca_system_score_gemma":0.01561605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02201354,"about_ca_topic_score_gemma":0.05237976,"domain_scores_codex":[0.9010052,0.07253402,0.008019852,0.002146168,0.01355637,0.002738372],"domain_scores_gemma":[0.8051416,0.09968762,0.02206573,0.009466876,0.05809246,0.005545718],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004611483,0.004247785,0.4600906,0.004155315,0.0004208373,0.0004741309,0.0113685,0.001175136,0.0008967288,0.001099177,0.01532909,0.5002817],"study_design_scores_gemma":[0.0009320579,0.01355314,0.786129,0.02445014,0.001427875,0.001370171,0.0770747,0.02892063,0.01004631,0.006628302,0.04874284,0.000724837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7956434,0.009094924,0.06972998,0.06448934,0.001162768,0.04264995,0.0026814,0.001004025,0.01354423],"genre_scores_gemma":[0.7161725,0.007364467,0.2452617,0.007035888,0.0004366884,0.02065055,0.001055411,0.0001403272,0.001882451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8607368,"threshold_uncertainty_score":0.7365028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3810587541608847,"score_gpt":0.5632630256819605,"score_spread":0.1822042715210758,"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."}}