{"id":"W3167109285","doi":"10.52214/vib.v7i.8399","title":"The Ethical Conundrums of “Precision Psychiatry”","year":2021,"lang":"en","type":"article","venue":"Voices in Bioethics","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Psychology; Precision medicine; Psychiatry; Psychotherapist; Medicine; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06171639,0.001267613,0.001611747,0.001356212,0.009523516,0.0119672,0.003132083,0.02425151,0.01577439],"category_scores_gemma":[0.1458819,0.0008611275,0.001411742,0.0008500683,0.04306451,0.01635795,0.008584556,0.07545944,0.008977649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00656853,"about_ca_system_score_gemma":0.0152801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004276058,"about_ca_topic_score_gemma":0.005435126,"domain_scores_codex":[0.9465026,0.03119987,0.001801059,0.004519244,0.01368385,0.002293532],"domain_scores_gemma":[0.8660818,0.09852541,0.003669594,0.00846437,0.01424767,0.009011061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004116894,0.00001446553,0.00006374832,0.00008872864,0.0000112849,0.0001431488,0.0009201364,0.00007551827,0.00006901283,0.102217,0.8817858,0.01457014],"study_design_scores_gemma":[0.00003519036,0.00002486633,0.0001237193,0.0008859268,0.000008490224,0.0004330607,0.0009650136,0.0001911366,0.0001422596,0.1368247,0.8603166,0.00004905779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000140767,0.009209703,0.001194003,0.9622865,0.02075213,0.00001311194,0.00002792079,0.00004687725,0.00632884],"genre_scores_gemma":[0.01105527,0.007082445,0.002338929,0.9297065,0.03537612,0.0001138661,0.00003138245,0.0002120516,0.01408347],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06171639,"threshold_uncertainty_score":0.3263914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07446885881811834,"score_gpt":0.3630565551174305,"score_spread":0.2885876962993121,"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."}}