{"id":"W4311201806","doi":"10.2196/39488","title":"Data Quality and Study Compliance Among College Students Across 2 Recruitment Sources: Two Study Investigation","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism","keywords":"Generalizability theory; Operationalization; Psychology; Applied psychology; Quality (philosophy); Clinical psychology; Social psychology; Developmental psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.2184559,0.0001300351,0.0002955957,0.0001584343,0.005964549,0.0001831798,0.001652744,0.00004321369,0.0001477485],"category_scores_gemma":[0.004384653,0.0001249757,0.0000223895,0.001288975,0.0012177,0.000729495,0.003573377,0.0008523554,0.00002196936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003443428,"about_ca_system_score_gemma":0.000261539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005471206,"about_ca_topic_score_gemma":0.01595494,"domain_scores_codex":[0.8613307,0.1339506,0.000509645,0.0006205419,0.002864751,0.0007238236],"domain_scores_gemma":[0.9890886,0.009536359,0.0001778381,0.0007181442,0.0002677966,0.0002112589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009766528,0.001192712,0.6236451,0.000007587179,0.00006104328,0.00001263508,0.3727544,0.000002699994,0.000005598151,0.0001361313,0.0006310727,0.000574344],"study_design_scores_gemma":[0.0009984472,0.0005670125,0.5571617,0.000004977263,0.000002907714,3.641754e-7,0.4392623,0.00003337674,0.000003568245,0.0002203586,0.001667236,0.00007765843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931198,0.00005353656,0.00001824972,0.0003354858,0.0001823742,0.005380025,0.0005240263,0.00004516584,0.0003413767],"genre_scores_gemma":[0.9969736,0.000008973844,0.00006298112,0.00005295019,0.00004870954,0.001898655,0.0000446453,0.00001002207,0.0008994719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2140712,"threshold_uncertainty_score":0.9953296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8769620223801592,"score_gpt":0.7005369995887425,"score_spread":0.1764250227914167,"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."}}