{"id":"W7071665096","doi":"","title":"The Short-Term Economic Consequences of COVID-19: Occupation Tasks and Mental Health in Canada","year":2020,"lang":"en","type":"report","venue":"Carleton University's Institutional Repository (MacOdrum Library, Carleton University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Work (physics); Mental health; Perspective (graphical); Unemployment; Job loss; Occupational safety and health; Coronavirus disease 2019 (COVID-19)","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0004761463,0.0009515143,0.001391421,0.001815834,0.002415058,0.0001698829,0.001774658,0.0005351866,0.00007730647],"category_scores_gemma":[0.0001326225,0.001093663,0.0004218906,0.001477086,0.002959824,0.001874157,0.001133047,0.001203337,0.00001044907],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0315185,"about_ca_system_score_gemma":0.1614152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5613323,"about_ca_topic_score_gemma":0.4781723,"domain_scores_codex":[0.9938664,0.001041022,0.001105829,0.001638809,0.001435408,0.0009125758],"domain_scores_gemma":[0.9954412,0.0004758596,0.0015206,0.0008026277,0.0002510121,0.001508706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005756088,0.0002795952,0.4654009,0.002458806,0.002627108,0.01481281,0.001718431,0.01024251,0.002884317,0.08572381,0.4059284,0.002167222],"study_design_scores_gemma":[0.00169393,0.0001661406,0.01214402,0.000388072,0.0002167659,0.0005805908,0.004187432,0.0001883008,0.0005790301,0.00002543125,0.9787709,0.001059391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4333477,0.006737389,0.0001633792,0.01481471,0.01088516,0.005430529,0.02952124,0.0008207688,0.4982791],"genre_scores_gemma":[0.9695463,0.01120411,0.0001153194,0.0004570101,0.0004314843,0.000002061736,0.003101524,0.0001439678,0.01499826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5728425,"threshold_uncertainty_score":0.9997535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003338716843531,"score_gpt":0.2334150541532265,"score_spread":0.2133816669847912,"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."}}