{"id":"W4405940162","doi":"10.1371/journal.pgph.0003903","title":"A vicious cycle of frailty and acute lower respiratory infection among community-dwelling adults (≥ 60 years): Findings from a multi-site INSPIRE cohort study, India","year":2024,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Immunization and Respiratory Diseases; Centers for Disease Control and Prevention","keywords":"Cohort; Medicine; Gerontology; Cohort study; Healthy aging; Respiratory system; Virtuous circle and vicious circle; Demography; Internal medicine; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00132137,0.0003284547,0.0007515041,0.0002571183,0.0002511253,0.0001427417,0.0001994759,0.0002646252,0.00005374076],"category_scores_gemma":[0.0004912181,0.0003294158,0.0001103385,0.0009645763,0.0002141342,0.0004683893,0.0002614486,0.001171819,0.00005852907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007691752,"about_ca_system_score_gemma":0.0006822138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02775673,"about_ca_topic_score_gemma":0.007706971,"domain_scores_codex":[0.9966941,0.0005552909,0.0008136284,0.0005872857,0.0007259664,0.0006236547],"domain_scores_gemma":[0.9980136,0.0002062214,0.0001997287,0.0007224361,0.0002191448,0.0006388281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069276,0.001651879,0.9769718,0.0005256467,0.0006422916,0.0002129559,0.01017989,0.000003705201,0.00006130042,0.00001070794,0.0008856842,0.008747234],"study_design_scores_gemma":[0.002649618,0.001388675,0.9901358,0.001211897,0.000163561,0.00001860505,0.0006083996,0.002156951,0.00001642653,0.00002794148,0.001391948,0.0002301894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947577,0.0007370077,0.00009573659,0.0008646732,0.0003961028,0.002030979,0.0004598383,0.0004224392,0.000235494],"genre_scores_gemma":[0.9975722,0.0001626224,0.0003317241,0.001464423,0.0001361646,0.00007409276,0.0001756227,0.00005348364,0.00002969017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02004976,"threshold_uncertainty_score":0.9999158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04255810621249834,"score_gpt":0.3276788673746607,"score_spread":0.2851207611621624,"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."}}