{"id":"W4396642725","doi":"10.1093/aje/kwae059","title":"Re: Benchmarking social isolation, loneliness, and smoking: challenges and opportunities for public health","year":2024,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute; National Institutes of Health","keywords":"Loneliness; Public health; Benchmarking; Epidemiology; Isolation (microbiology); Gerontology; Library science; Clinical epidemiology; Social isolation; Medicine; Sociology; Family medicine; Psychiatry; Nursing; Management","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":[0.03335213,0.0008449732,0.00172376,0.003450666,0.004126484,0.01146521,0.002699304,0.008598601,0.04312904],"category_scores_gemma":[0.1949482,0.0005799289,0.0009202181,0.003291909,0.003026462,0.0122623,0.008939805,0.007898767,0.01954464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003640057,"about_ca_system_score_gemma":0.01619168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006006254,"about_ca_topic_score_gemma":0.01086326,"domain_scores_codex":[0.96747,0.01778443,0.0036456,0.001423625,0.007972281,0.001704081],"domain_scores_gemma":[0.8201745,0.07798962,0.01071446,0.008262493,0.05619883,0.02666013],"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":[0.00005444432,0.00004877012,0.002572277,0.0004235626,0.00002345215,0.00008138247,0.000727805,0.00002827434,0.0000414876,0.001513455,0.9344386,0.06004638],"study_design_scores_gemma":[0.0002191469,0.0003169535,0.02199257,0.01125073,0.000120413,0.0007188547,0.01427602,0.0005787093,0.0005223657,0.03242369,0.9173986,0.0001819962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001592544,0.009135027,0.0005548653,0.9407123,0.03215563,0.0001290225,0.000957965,0.0001751114,0.0145875],"genre_scores_gemma":[0.1216007,0.06178748,0.009593513,0.5922846,0.1581164,0.001561217,0.004008123,0.0009086138,0.05013945],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04312904,"threshold_uncertainty_score":0.176385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.336133495654677,"score_gpt":0.4461732347065348,"score_spread":0.1100397390518578,"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."}}