{"id":"W4200484373","doi":"10.1109/mele.2021.3118233","title":"ECCE 2022","year":2021,"lang":"en","type":"article","venue":"IEEE Electrification Magazine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Rockwell Automation (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002162791,0.0000985474,0.0001212234,0.00007746019,0.00008944977,0.00001664868,0.0001178719,0.00007755579,0.004291926],"category_scores_gemma":[0.00003802881,0.0001082855,0.00005011974,0.0005739787,0.00002060567,0.00004900941,0.000004479458,0.0001823948,0.005889774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182605,"about_ca_system_score_gemma":0.0003195994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004194186,"about_ca_topic_score_gemma":0.00008085471,"domain_scores_codex":[0.9988279,0.0001230477,0.000234173,0.0003624553,0.0001516091,0.0003008156],"domain_scores_gemma":[0.9991563,0.00008954118,0.000075374,0.0004750103,0.00009957947,0.0001042145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001105191,0.0005463642,0.002288701,0.00004400444,0.00003861961,0.0000602864,0.000526704,0.000003478787,0.6019172,0.0258875,0.2553374,0.1132392],"study_design_scores_gemma":[0.0008402007,0.000114472,0.04970777,0.000006765342,0.00001975622,0.0000646846,0.00006765056,0.00005525275,0.07872558,0.0008120502,0.8693938,0.0001920077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5588488,0.01432214,0.02843379,0.0298616,0.009542525,0.00141822,0.00009740757,0.0008935836,0.356582],"genre_scores_gemma":[0.8611812,0.0002729285,0.0002278207,0.003665071,0.0004326842,0.00008966612,0.0001289849,0.00002650447,0.1339751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6140563,"threshold_uncertainty_score":0.9966183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05446446383142058,"score_gpt":0.3939168242197539,"score_spread":0.3394523603883333,"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."}}