{"id":"W2324697086","doi":"10.1177/0706743716633422","title":"The “Vulnerability” of Psychiatric Research Participants","year":2016,"lang":"en","type":"review","venue":"The Canadian Journal of Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Montréal; Montreal Clinical Research Institute","funders":"","keywords":"Vulnerability (computing); Psychology; Psychiatry; Clinical psychology; Medicine; Computer security; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01669488,0.0003579268,0.001328252,0.0008972182,0.001456826,0.0001100377,0.002727586,0.0006249618,0.0006232799],"category_scores_gemma":[0.001547055,0.0001495969,0.000971565,0.001202911,0.001120973,0.0000331968,0.00004219571,0.003179678,0.0004519483],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003582736,"about_ca_system_score_gemma":0.02301077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007185664,"about_ca_topic_score_gemma":0.1602216,"domain_scores_codex":[0.989542,0.005350451,0.002438238,0.0003500666,0.0008854545,0.001433774],"domain_scores_gemma":[0.990939,0.003837271,0.001662458,0.001706316,0.0007422157,0.001112769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002991764,0.00003503061,0.0001640154,0.0007498717,0.0003877019,0.0001110337,0.000397772,2.176378e-7,6.357927e-9,0.01670935,0.04005823,0.9413568],"study_design_scores_gemma":[0.0002065851,0.0002543807,0.0003782274,0.006852046,0.0002212508,0.001141681,0.0006007498,7.851132e-8,1.12715e-8,0.03483972,0.9553421,0.0001632103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002888258,0.9654111,0.000005422474,0.01247648,0.01677563,0.0005719818,0.0001008928,0.000004897757,0.004364755],"genre_scores_gemma":[0.003644279,0.9912738,0.0001409752,0.0001005562,0.003366262,0.00003003449,0.000001374535,0.0000871364,0.001355563],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9411936,"threshold_uncertainty_score":0.9998431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2570276253917339,"score_gpt":0.5205524659758571,"score_spread":0.2635248405841232,"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."}}