{"id":"W7098495151","doi":"","title":"In Review Reducing the Burden of Depression","year":2015,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Distress; Major depressive episode; Epidemiology; Pleasure; Mood; Disease","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":[0.0009746227,0.0006776591,0.001700769,0.00283103,0.0003528395,0.001635125,0.001660957,0.001600055,0.02830243],"category_scores_gemma":[0.006278444,0.0003447737,0.0007622416,0.002581571,0.000322748,0.001714784,0.0007284714,0.001512704,0.007393234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030355,"about_ca_system_score_gemma":0.002796055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429015,"about_ca_topic_score_gemma":0.004925008,"domain_scores_codex":[0.9992125,0.0001693136,0.000181382,0.00007088044,0.0003134743,0.00005240101],"domain_scores_gemma":[0.9979377,0.0008214589,0.0003499669,0.00004855699,0.0006875847,0.0001546839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008577195,0.00005424841,0.0003968688,0.0522795,0.0002391667,0.0002362505,0.00007490222,0.00008391555,0.0002058871,0.000909813,0.2113784,0.7340553],"study_design_scores_gemma":[0.00008099572,0.0001099517,0.002778592,0.0542115,0.0003649153,0.001267271,0.0001474383,0.00004916257,0.0001214962,0.0009223474,0.9399282,0.00001820878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002096095,0.9868731,0.0001390387,0.00299961,0.002957726,0.0000827429,0.000191915,0.00002515039,0.006521081],"genre_scores_gemma":[0.001035411,0.992627,0.0003860123,0.001966577,0.00145983,0.000066568,0.0002078893,0.000008646577,0.002242064],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02830243,"threshold_uncertainty_score":0.09468108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0929447994339878,"score_gpt":0.2509227986212497,"score_spread":0.1579779991872619,"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."}}