{"id":"W2780233731","doi":"10.1503/jpn.170234","title":"Culture as an ingredient of personalized medicine","year":2017,"lang":"en","type":"article","venue":"Journal of Psychiatry and Neuroscience","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Royal Ottawa Mental Health Centre; Dalhousie University","funders":"","keywords":"Ingredient; Personalized medicine; Medicine; Psychology; Traditional medicine; Bioinformatics; Biology; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005277404,0.00007574552,0.0001800471,0.00007480395,0.0003434571,0.00002469633,0.000336938,0.00004810109,0.00011867],"category_scores_gemma":[0.0001631755,0.0000503531,0.00004132963,0.0000642688,0.0004152833,0.0002643315,0.0000142938,0.0001873901,0.000001600037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003337958,"about_ca_system_score_gemma":0.00008917648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005489962,"about_ca_topic_score_gemma":0.00004655907,"domain_scores_codex":[0.9990469,0.00007057228,0.0003392726,0.0001516792,0.0002486985,0.0001428996],"domain_scores_gemma":[0.9987102,0.00001614253,0.0007159913,0.0002373071,0.0001000841,0.0002202861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002125642,0.001572034,0.6145447,0.0002609015,0.00003611566,0.000116105,0.0642945,0.000005219894,0.02457742,0.2438958,0.03702595,0.01154558],"study_design_scores_gemma":[0.002580769,0.004988567,0.9594179,0.0001569916,0.00004417587,0.001146598,0.003454727,0.00002935092,0.0001342041,0.007519568,0.02041048,0.0001166363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852314,0.001320172,0.0001146149,0.005042139,0.005030576,0.00005606814,0.000002614777,0.000003331863,0.0031991],"genre_scores_gemma":[0.9970058,0.0003277447,0.0003092153,0.001249785,0.0004858779,5.8993e-7,1.639288e-7,0.000003757949,0.0006170192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3448732,"threshold_uncertainty_score":0.2641629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04089570083891277,"score_gpt":0.3892268255701519,"score_spread":0.3483311247312391,"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."}}