{"id":"W3092314123","doi":"10.1080/10508422.2020.1822175","title":"Neuropsychological validation of a brief quiz to examine comprehension of consent information in observational studies of substance users","year":2020,"lang":"en","type":"article","venue":"Ethics & Behavior","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consejo Nacional de Ciencia y Tecnología","keywords":"Comprehension; Psychology; Cognition; Montreal Cognitive Assessment; Logistic regression; Receiver operating characteristic; Informed consent; Neuropsychology; Test (biology); Proxy (statistics); Cognitive impairment; Clinical psychology; Computer science; Medicine; Psychiatry; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007972869,0.0001004731,0.0003280199,0.0001213689,0.0000276489,0.000003493617,0.0001435295,0.0002088291,0.00005216196],"category_scores_gemma":[0.001539484,0.00009111363,0.0000496588,0.0004262752,0.0001745395,0.0000766993,0.00002911272,0.0004243242,0.00001029654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002328886,"about_ca_system_score_gemma":0.00008445149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001373351,"about_ca_topic_score_gemma":0.0000526871,"domain_scores_codex":[0.9979138,0.0004064944,0.000906634,0.0001830615,0.0004559323,0.0001340971],"domain_scores_gemma":[0.9973224,0.001436775,0.0003550167,0.0002066129,0.0006080789,0.00007111448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003689259,0.002332048,0.4051479,0.001074418,0.0001217257,0.000302976,0.4034013,0.002417025,0.1271175,0.007881311,0.00197983,0.04453478],"study_design_scores_gemma":[0.0006685516,0.0004973253,0.9929289,0.0002133189,0.00001633007,0.000008526892,0.00362664,0.0000161928,0.001417066,0.00007571193,0.0004474106,0.00008401302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946712,0.00007072997,0.0003322763,0.00407034,0.0003301908,0.000395053,0.00005939305,0.00001552559,0.00005533833],"genre_scores_gemma":[0.9977066,0.00004525717,0.001015743,0.00114534,0.00001712103,0.00002269048,0.00003240888,0.000006636275,0.000008240165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5877811,"threshold_uncertainty_score":0.3715506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5550257426068418,"score_gpt":0.5161979715579029,"score_spread":0.03882777104893886,"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."}}