{"id":"W4398207804","doi":"10.1093/aje/kwae080","title":"The authors reply","year":2024,"lang":"en","type":"letter","venue":"American Journal of Epidemiology","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Loneliness; Benchmarking; Social isolation; Public health; Isolation (microbiology); Environmental health; Medicine; Psychiatry; Business; Bioinformatics; Nursing; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003888026,0.0007043033,0.001112665,0.0008947503,0.003276723,0.003363782,0.002636789,0.03582573,0.02314445],"category_scores_gemma":[0.04518067,0.000672127,0.001363647,0.0007675505,0.002829095,0.00404845,0.002501879,0.0379036,0.01857152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003344148,"about_ca_system_score_gemma":0.005354675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005083041,"about_ca_topic_score_gemma":0.004864669,"domain_scores_codex":[0.9964042,0.0008402081,0.0004841549,0.0005639454,0.001119433,0.000588159],"domain_scores_gemma":[0.9858343,0.004854426,0.0007903768,0.0005336077,0.006201222,0.001786093],"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":[0.00001710448,0.000006324652,0.0002353741,0.00002704519,0.000004718091,0.0002555519,0.00009011944,0.000009544248,0.00003070238,0.0006858074,0.9962063,0.002431385],"study_design_scores_gemma":[0.00003378378,0.00002475415,0.0005492675,0.0002092884,0.00001515542,0.001183399,0.0004953688,0.00006199528,0.0001510457,0.002071784,0.9951676,0.0000365008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002356312,0.0007198218,0.00006151793,0.9483575,0.04828499,0.00001255069,0.00009507997,0.00005154192,0.002181431],"genre_scores_gemma":[0.002082753,0.0005079647,0.00009318794,0.9708903,0.0180832,0.0000341759,0.00003845345,0.0000288368,0.008241166],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03582573,"threshold_uncertainty_score":0.0774259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06978289384689992,"score_gpt":0.4240659189140141,"score_spread":0.3542830250671142,"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."}}