{"id":"W4388604504","doi":"","title":"Challenges and Future Prospects of Precision Medicine in Psychiatry","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precision medicine; Psychiatry; Psychology; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001458252,0.0002455472,0.0006302733,0.0002051265,0.00009028571,0.00005950483,0.001120469,0.0001064356,0.008140468],"category_scores_gemma":[0.0002470245,0.0002068243,0.00005128346,0.0005689152,0.0002825544,0.001268096,0.0009625978,0.000435117,0.00001964193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009274271,"about_ca_system_score_gemma":0.00003178609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003190764,"about_ca_topic_score_gemma":0.0001922862,"domain_scores_codex":[0.9972535,0.0002767091,0.0007543233,0.0006457695,0.0007547011,0.0003149326],"domain_scores_gemma":[0.9985327,0.0001791211,0.0006007287,0.0003219132,0.00001823296,0.0003472698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001541206,0.0001896047,0.7519984,0.000185051,0.00002713875,0.00001922781,0.002245931,0.00006252414,0.03349108,0.00007813027,0.003794603,0.2077542],"study_design_scores_gemma":[0.0007240591,0.00004607244,0.9856448,0.0004209828,0.00002153691,0.00000609893,0.000548451,0.00007088826,0.002326209,0.003940349,0.006044718,0.0002058828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9223944,0.0497609,0.00005802672,0.008736836,0.0003110726,0.0008121735,0.000008368367,0.00001505739,0.01790317],"genre_scores_gemma":[0.8986037,0.09978148,0.0004289811,0.0008700832,0.0002484336,0.00001819427,0.000001991748,0.00002989525,0.00001724266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2336463,"threshold_uncertainty_score":0.9927662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1973052308028102,"score_gpt":0.5020952091941695,"score_spread":0.3047899783913594,"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."}}