{"id":"W3209842902","doi":"10.1186/s12888-021-03535-1","title":"Risk factors for mental health symptoms during the COVID-19 pandemic in ophthalmic personnel and students in USA (&amp; Canada): a cross-sectional survey study","year":2021,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Mental health; Anxiety; Depression (economics); Medicine; Logistic regression; Cross-sectional study; Health care; Psychiatry; Coronavirus disease 2019 (COVID-19); Family medicine; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007279447,0.000137122,0.0002338324,0.00007964452,0.000379607,0.00004035902,0.00009773894,0.00004476587,0.0001037889],"category_scores_gemma":[0.0003042461,0.0001047816,0.0000524763,0.000228695,0.00004699903,0.0000345759,0.00005507605,0.0002533067,0.00000130826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005567958,"about_ca_system_score_gemma":0.002140193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3374164,"about_ca_topic_score_gemma":0.9724769,"domain_scores_codex":[0.9984569,0.00023222,0.000355289,0.00035309,0.0003397072,0.00026278],"domain_scores_gemma":[0.999248,0.0002496622,0.00009858631,0.0001827979,0.0000340243,0.0001869398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002464618,0.0004309117,0.9974387,0.0001004007,0.00004660691,0.000002499349,0.001569394,0.00004269471,0.000005722879,0.00000447645,0.0001091733,0.000002915663],"study_design_scores_gemma":[0.004561307,0.0001306195,0.988318,0.00002602967,0.00001070529,0.0001720364,0.006587547,0.00002446193,2.114557e-7,0.0000230155,0.00004710792,0.0000989509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997283,0.000362675,0.0000131591,0.0002883461,0.0006155333,0.0009692537,0.0004465333,0.000007683552,0.00001381333],"genre_scores_gemma":[0.9986768,0.0000329073,0.00006579929,0.0003221965,0.00007528949,0.00007040394,0.0001174604,0.00001226601,0.0006268671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6350605,"threshold_uncertainty_score":0.6669958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06185435681186981,"score_gpt":0.388317049953675,"score_spread":0.3264626931418052,"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."}}