{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1012169,0.0006292078,0.00089514,0.004681809,0.00376231,0.003393692,0.001966463,0.001797634,0.001705958],"category_scores_gemma":[0.2119886,0.001472213,0.001949198,0.004998007,0.003998212,0.003908516,0.006552329,0.002085703,0.0002789414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004512129,"about_ca_system_score_gemma":0.00595605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007220933,"about_ca_topic_score_gemma":0.01549543,"domain_scores_codex":[0.9065648,0.06065358,0.01260455,0.004665799,0.01217689,0.003334427],"domain_scores_gemma":[0.7440971,0.1454132,0.05628064,0.0197392,0.02884697,0.005622908],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00108715,0.002604608,0.9179029,0.0002659294,0.0003159271,0.0002035957,0.05789151,0.00004796085,0.0004423667,0.0002761512,0.0002956227,0.01866622],"study_design_scores_gemma":[0.0004254147,0.006527553,0.9276265,0.0003575408,0.0003588787,0.0003934792,0.05973528,0.0008327739,0.00137241,0.0002525347,0.002015407,0.0001022042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969319,0.0001628296,0.0008773932,0.0001279872,0.000008469417,0.001264803,0.0001094107,0.00000946189,0.0005078388],"genre_scores_gemma":[0.9938987,0.0001161402,0.002429418,0.0002399172,0.0000243364,0.002765354,0.0001993404,0.0000135934,0.000313177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8987831,"threshold_uncertainty_score":0.5352924,"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."}}