{"id":"W7073872376","doi":"","title":"Toward Effective Work Accommodations for Depression: Examining the Relationship Between Different Combinations of Depression Symptoms and Work Productivity Losses.","year":2018,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lundbeck Canada; H. Lundbeck A/S","keywords":"Depression (economics); Work (physics); Psychological intervention; Productivity; Cluster (spacecraft); Work productivity","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004409621,0.0003571863,0.0003332394,0.001263837,0.0008928372,0.001050465,0.0009518761,0.0005206125,0.001475806],"category_scores_gemma":[0.0161413,0.0002757017,0.0004723362,0.0009613365,0.0005919314,0.001428376,0.002629961,0.0007982989,0.0001600164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006902086,"about_ca_system_score_gemma":0.002126287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002790764,"about_ca_topic_score_gemma":0.005990745,"domain_scores_codex":[0.9983525,0.001000502,0.0001067616,0.0001041009,0.0002249826,0.0002112214],"domain_scores_gemma":[0.994762,0.001387253,0.00228376,0.0002170403,0.0002692438,0.001080832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004131117,0.001969138,0.8339252,0.0004258409,0.0002072369,0.0002011712,0.003210427,0.001330986,0.0007233888,0.0005484662,0.001941965,0.1551031],"study_design_scores_gemma":[0.00004612077,0.0009237447,0.9872316,0.0001734397,0.00005993734,0.0001271553,0.007746796,0.001672242,0.0002638946,0.0009780636,0.0007553473,0.00002172267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944043,0.0005086697,0.001435344,0.001883577,0.00001926649,0.0001204181,0.0001110215,0.00002714495,0.001490236],"genre_scores_gemma":[0.9987884,0.0001150552,0.0008657966,0.00004895591,0.000006628313,0.00005787835,0.00004238656,0.000001136318,0.00007373147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004409621,"threshold_uncertainty_score":0.02332062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06303422510299214,"score_gpt":0.233751368135253,"score_spread":0.1707171430322608,"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."}}