{"id":"W4399921957","doi":"10.26443/ijwpc.v11i2.435","title":"Vulnerability in Psychiatry","year":2024,"lang":"en","type":"article","venue":"International Journal of Whole Person Care","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Vulnerability (computing); Psychiatry; Psychology; Medicine; Computer science; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.002901949,0.0006109998,0.0006886327,0.001236181,0.005430223,0.005338683,0.0009036413,0.004107615,0.01613273],"category_scores_gemma":[0.00874195,0.0003198079,0.0004043988,0.0008203889,0.01159547,0.005740079,0.009403946,0.009203777,0.003035753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004985864,"about_ca_system_score_gemma":0.01514445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005784992,"about_ca_topic_score_gemma":0.01127018,"domain_scores_codex":[0.9969262,0.001501077,0.0001386655,0.0002452084,0.0007062536,0.0004825104],"domain_scores_gemma":[0.9953458,0.00136076,0.0004217865,0.0003164596,0.0006218419,0.001933331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002652863,0.00008103319,0.003249925,0.001089284,0.00002835081,0.00331151,0.02848278,0.00009340134,0.0002528405,0.2493205,0.5581257,0.1559382],"study_design_scores_gemma":[0.00001207429,0.00004012764,0.004240491,0.00369561,0.00001344555,0.009468516,0.02085386,0.00005158912,0.00004851853,0.07896093,0.8825864,0.00002837149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006378386,0.2780319,0.00140483,0.5164754,0.01860956,0.00008954362,0.00008797941,0.0001171485,0.1788051],"genre_scores_gemma":[0.2966409,0.3853447,0.003722628,0.1791166,0.02478778,0.0004502224,0.0002280013,0.0001837449,0.1095255],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01613273,"threshold_uncertainty_score":0.05396938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0325299074610203,"score_gpt":0.4149266732909402,"score_spread":0.3823967658299199,"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."}}