{"id":"W2192884026","doi":"10.1111/add.13221","title":"Unfaithful findings: identifying careless responding in addictions research","year":2015,"lang":"en","type":"editorial","venue":"Addiction","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Psychology; Addiction; Misrepresentation; Data collection; Anonymity; Comprehension; Data quality; Social psychology; Computer science; Computer security; Statistics; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3652785,0.000997734,0.002173372,0.009389516,0.006161568,0.007953386,0.006142047,0.007376704,0.002365552],"category_scores_gemma":[0.6633524,0.001145879,0.001328817,0.007697868,0.01928692,0.01069311,0.00956532,0.007507418,0.0009116963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005140528,"about_ca_system_score_gemma":0.008965477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002775152,"about_ca_topic_score_gemma":0.004429947,"domain_scores_codex":[0.4563784,0.4000572,0.04402242,0.01691045,0.07945588,0.003175723],"domain_scores_gemma":[0.1983671,0.6319411,0.1001812,0.03657549,0.02958583,0.003349166],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00048019,0.0003600989,0.1937758,0.01647105,0.000784377,0.01022924,0.1776556,0.0006711555,0.002096465,0.05864335,0.04766751,0.4911652],"study_design_scores_gemma":[0.0001317317,0.001527881,0.2014277,0.09008893,0.001390837,0.03677754,0.1865369,0.009798214,0.007763654,0.2593836,0.2044651,0.0007080832],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.337328,0.08003683,0.2971154,0.22629,0.01030484,0.007571836,0.001334398,0.001063013,0.03895564],"genre_scores_gemma":[0.7721619,0.01792063,0.1353128,0.06266899,0.00339648,0.005294519,0.0003834238,0.0003463755,0.002515001],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9926233,"threshold_uncertainty_score":0.7827247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1780674076057579,"score_gpt":0.5144719255667723,"score_spread":0.3364045179610144,"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."}}