{"id":"W3157516646","doi":"10.1177/01632787211012742","title":"Evaluations of Healthcare Providers’ Perceived Support From Personal, Hospital, and System Resources: Implications for Well-Being and Management in Healthcare in Montreal, Quebec, During COVID-19","year":2021,"lang":"en","type":"article","venue":"Evaluation & the Health Professions","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Helpfulness; Burnout; Health care; Personal protective equipment; Nursing; Medicine; Distress; Preparedness; Pandemic; Stress management; Psychology; Coronavirus disease 2019 (COVID-19); Clinical psychology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007418953,0.0004234056,0.0009662348,0.0005135641,0.004340397,0.00003641504,0.0003053455,0.0004515615,0.0001556359],"category_scores_gemma":[0.001312692,0.0003486345,0.0001130517,0.0009062432,0.0001823434,0.0002957105,0.0004160605,0.001212851,0.00001120145],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002464509,"about_ca_system_score_gemma":0.007547505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09252362,"about_ca_topic_score_gemma":0.2707559,"domain_scores_codex":[0.98616,0.007992139,0.002541241,0.001176214,0.000908641,0.001221724],"domain_scores_gemma":[0.9929615,0.003013267,0.001232824,0.0008678321,0.001115876,0.0008087636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006081061,0.000679837,0.5649629,0.02898267,0.0001529323,0.00001541434,0.3505602,0.000087383,0.0001427508,0.01422441,0.005326502,0.03425688],"study_design_scores_gemma":[0.004213327,0.0001385358,0.7884754,0.007529504,0.00007550404,0.000004195335,0.1898807,0.002506177,0.00000230248,0.005783799,0.00111464,0.0002759839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5444776,0.007451443,0.000181406,0.4347554,0.000529301,0.01196868,0.0004091641,0.00008061529,0.0001463961],"genre_scores_gemma":[0.9748498,0.004954078,0.000979295,0.007313793,0.0001901442,0.01012458,0.0006827146,0.00006902411,0.0008365373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4303722,"threshold_uncertainty_score":0.9998966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09507221901161102,"score_gpt":0.4609919768550074,"score_spread":0.3659197578433964,"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."}}