{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01849726,0.0003411228,0.0009828415,0.002079833,0.001281579,0.002731774,0.001302075,0.002250003,0.005466723],"category_scores_gemma":[0.06874332,0.0003134975,0.0007171715,0.002656532,0.002635656,0.002725259,0.003698483,0.001898645,0.0003984483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786071,"about_ca_system_score_gemma":0.006438832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006929753,"about_ca_topic_score_gemma":0.01406292,"domain_scores_codex":[0.9861596,0.007992902,0.001445006,0.0009982333,0.002459354,0.0009448563],"domain_scores_gemma":[0.9499455,0.03656893,0.007380071,0.0009527947,0.003329388,0.0018232],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004012685,0.0001076991,0.06159032,0.01720292,0.0006773759,0.0009046963,0.01147197,0.00007116819,0.0003011714,0.0226329,0.03933067,0.8453078],"study_design_scores_gemma":[0.0002444822,0.000248936,0.1457862,0.1097328,0.001950106,0.008950392,0.03250165,0.0001868599,0.000613365,0.04127139,0.6583058,0.0002079591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02599707,0.912074,0.001235184,0.04590252,0.001851321,0.000105228,0.0002770502,0.00001244381,0.01254517],"genre_scores_gemma":[0.2004377,0.7660332,0.001692248,0.02553782,0.002664361,0.0003583694,0.0003429382,0.00001969782,0.002913707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9815028,"threshold_uncertainty_score":0.09782404,"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."}}