{"id":"W2769155576","doi":"10.1186/s12888-017-1523-8","title":"An ethnographic study of the effects of cognitive symptoms in patients with major depressive disorder: the IMPACT study","year":2017,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H. Lundbeck A/S; AllerGen","keywords":"Psychology; Major depressive disorder; Psychiatry; Cognition; Clinical psychology; Ethnography; Depression (economics); Depressive symptoms; Medicine; Anthropology; Sociology","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001543509,0.0002399912,0.0004063797,0.000117081,0.0002661569,0.00001930218,0.0004507757,0.00006610702,0.00000580474],"category_scores_gemma":[0.0002008111,0.0001020142,0.0001161154,0.0001937966,0.0001887492,0.0001287335,0.0001217979,0.00024209,8.334882e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001647849,"about_ca_system_score_gemma":0.00009813019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001349297,"about_ca_topic_score_gemma":0.00360463,"domain_scores_codex":[0.9982581,0.0003617949,0.0002890251,0.0003308817,0.0005573164,0.0002029113],"domain_scores_gemma":[0.9976195,0.0001738573,0.0005527716,0.001472335,0.0001141098,0.00006743924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002409042,0.02575824,0.9667417,0.00008813031,0.0004816631,0.000001309622,0.003558325,0.000006093071,0.00001297215,0.000001613696,0.00001307511,0.0009278326],"study_design_scores_gemma":[0.03715888,0.01403643,0.9427657,0.0008552589,0.0008160957,8.912916e-7,0.004173371,0.000007576524,0.00004975452,0.00003378972,6.861558e-8,0.0001021655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936581,0.0002775509,0.000003562599,0.00002645242,0.0003048746,0.005616694,0.00001477217,0.0000161663,0.00008181039],"genre_scores_gemma":[0.9997281,0.000002005759,0.00002032435,0.00001264446,0.00003247655,0.0001579944,0.000005551003,0.00003096915,0.000009889084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03474984,"threshold_uncertainty_score":0.4160018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007364217566864229,"score_gpt":0.30196833943144,"score_spread":0.2946041218645758,"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."}}