{"id":"W4220955858","doi":"10.1016/j.amepre.2022.01.017","title":"Friendship and Loneliness: A Prototype Roadmap for Health System Action","year":2022,"lang":"en","type":"article","venue":"American Journal of Preventive Medicine","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; National Institute on Aging; Michael Smith Health Research BC; Pennsylvania State University","keywords":"Loneliness; Feeling; Friendship; Gerontology; Public health; Perception; Social isolation; Medicine; Psychology; Coronary heart disease; Psychiatry; Social psychology; Nursing; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01418635,0.001250483,0.001297128,0.002341376,0.005953538,0.01054661,0.004923648,0.005152053,0.03642763],"category_scores_gemma":[0.02350252,0.0006830049,0.002300327,0.00168741,0.004176211,0.009043398,0.01070921,0.005074949,0.003103386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006477401,"about_ca_system_score_gemma":0.03399116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0217853,"about_ca_topic_score_gemma":0.0366669,"domain_scores_codex":[0.9923355,0.00522739,0.0002972533,0.0005748695,0.0007274513,0.0008375629],"domain_scores_gemma":[0.9803059,0.009703385,0.0005595362,0.00132995,0.003430248,0.004670983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009547662,0.004534321,0.04304075,0.003673123,0.0003332223,0.0007092591,0.01597605,0.009637606,0.001334747,0.2542723,0.1562337,0.5093002],"study_design_scores_gemma":[0.001253497,0.004454656,0.03820272,0.005552657,0.0008404099,0.0005836645,0.06480777,0.02997511,0.002510526,0.6308614,0.2204957,0.0004620011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1118353,0.009189764,0.1569335,0.4671686,0.0040948,0.01151784,0.00649132,0.005798897,0.22697],"genre_scores_gemma":[0.6995924,0.005001876,0.2574583,0.01485151,0.0005907763,0.008025907,0.002907185,0.0003015736,0.01127052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03642763,"threshold_uncertainty_score":0.1218625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04690210773908034,"score_gpt":0.418889722321792,"score_spread":0.3719876145827117,"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."}}