{"id":"W3126768376","doi":"10.7870/cjcmh-2020-021","title":"Here4HealthCare: A Response to the Emerging Mental Health Crisis of the Frontline Healthcare Workforce","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Community Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Canadian Mental Health Association","funders":"","keywords":"Workforce; Front line; Mental health; Health care; Agency (philosophy); Looming; Mental healthcare; Pandemic; Coronavirus disease 2019 (COVID-19); Front (military); Healthcare worker; Nursing; Psychology; Medicine; Political science; Psychiatry; Sociology; Engineering; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003350882,0.0008773751,0.0003137274,0.0007536074,0.014631,0.00804248,0.002107974,0.0111713,0.04305973],"category_scores_gemma":[0.006081167,0.0004998156,0.0007025958,0.000701542,0.003247803,0.003640209,0.008130175,0.01382134,0.006386484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01876592,"about_ca_system_score_gemma":0.08466639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3681132,"about_ca_topic_score_gemma":0.7800912,"domain_scores_codex":[0.9962774,0.0004727282,0.0001030785,0.0001748368,0.0009741033,0.001997768],"domain_scores_gemma":[0.9778495,0.0004552796,0.0003930554,0.0002668453,0.002606614,0.01842876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000595835,0.0001459286,0.002953788,0.00009403571,0.00001495397,0.0008746726,0.003437501,0.00006702227,0.0007223954,0.002905537,0.9586966,0.03002795],"study_design_scores_gemma":[0.00006168719,0.0001331199,0.01082018,0.0002389141,0.000009757706,0.0001542523,0.01551339,0.0001443575,0.0002295536,0.001788371,0.9708684,0.00003788366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01225472,0.001453115,0.0009043532,0.9348593,0.01567869,0.000197724,0.0004196918,0.0003722848,0.03386001],"genre_scores_gemma":[0.129996,0.003748176,0.005118337,0.5457063,0.00732717,0.0003345822,0.0009279983,0.0004964934,0.3063449],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3681132,"threshold_uncertainty_score":0.7319412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005058795855616,"score_gpt":0.4083416217303578,"score_spread":0.3078357421447962,"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."}}