{"id":"W4414563843","doi":"10.1177/07334648251381410","title":"Who Meets the Emotional Support Needs of Home Healthcare Workers? Characterizing Help-Seeking Practices and Preferences in the Workplace","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Gerontology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Canada Research Chairs; St. Michael's Hospital; CARE Canada; Toronto Metropolitan University; University of Toronto; Occupational Cancer Research Centre","funders":"","keywords":"Emotional support; Leverage (statistics); Health care; Social support; Work (physics); Perceived organizational support","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001007665,0.0001157476,0.0002041739,0.0006103872,0.0006199612,0.0008909782,0.0001956745,0.0004629084,0.0007457361],"category_scores_gemma":[0.002978588,0.000186764,0.0001737518,0.000403207,0.0002921968,0.0005823516,0.0005169533,0.0003580523,0.0001546437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002783615,"about_ca_system_score_gemma":0.0004022976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003952263,"about_ca_topic_score_gemma":0.009211672,"domain_scores_codex":[0.999496,0.000198866,0.00005647329,0.0000361728,0.00008731794,0.0001251773],"domain_scores_gemma":[0.9987898,0.0003527382,0.0004838787,0.00003416036,0.0001237429,0.0002156374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000471964,0.0001320327,0.9836043,0.00003317931,0.00001776376,0.0001124688,0.009228846,0.00001690807,0.0003892166,0.00001758596,0.0001725298,0.006228081],"study_design_scores_gemma":[0.000004947084,0.0001374672,0.9531379,0.00003964454,0.00000902543,0.000238509,0.04574016,0.0001252151,0.0001269019,0.00004757857,0.000385175,0.000007375677],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997362,0.00004347431,0.00001887224,0.00005009057,0.000001377099,0.000002743369,0.00001510297,3.865678e-7,0.0001317202],"genre_scores_gemma":[0.9997367,0.00007238301,0.0000483388,0.00004492606,0.000003412956,0.000005766995,0.00002637226,4.02526e-7,0.00006166015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003952263,"threshold_uncertainty_score":0.007858515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08521191827500219,"score_gpt":0.4263749306112837,"score_spread":0.3411630123362815,"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."}}