{"id":"W3045064729","doi":"10.1371/journal.pone.0235598","title":"Clinical predictors of radiological pneumonia: A cross-sectional study from a tertiary hospital in Nepal","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Tribhuvan University","keywords":"Medicine; Tachypnea; Pneumonia; Radiological weapon; Hypoxemia; Pediatrics; Cross-sectional study; Atypical pneumonia; Univariate analysis; Internal medicine; Intensive care medicine; Surgery; Multivariate analysis; Pathology","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":[0.0007314835,0.0002529441,0.0004138663,0.0006813548,0.0006753023,0.0007314671,0.0005078365,0.0006629836,0.001292041],"category_scores_gemma":[0.002179275,0.0006281943,0.000285064,0.0007132541,0.000492728,0.0007204582,0.0008231837,0.0007665612,0.0002969427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004433801,"about_ca_system_score_gemma":0.0006790811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004546263,"about_ca_topic_score_gemma":0.007642145,"domain_scores_codex":[0.9993848,0.0001691285,0.00008462454,0.0001279973,0.0001245826,0.000108923],"domain_scores_gemma":[0.9985669,0.0004088567,0.0004768586,0.00009515623,0.000189935,0.0002622491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001761154,0.00005329852,0.9989054,0.00001226999,0.00001213665,0.0002173438,0.0003588327,0.000006150711,0.0001122886,0.000004511778,0.00003983812,0.0002603109],"study_design_scores_gemma":[0.000007202096,0.0002137798,0.9967328,0.00001931429,0.00001285454,0.0009418179,0.001794939,0.00008240665,0.00004047555,0.000007289279,0.0001424532,0.000004713162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995117,0.00007970814,0.00002902556,0.00003799055,0.000002086623,0.00002324928,0.000114158,0.000001118701,0.0002009265],"genre_scores_gemma":[0.999508,0.0001017128,0.00006436602,0.00009097862,0.000005024516,0.00003187698,0.0001454672,8.793638e-7,0.0000516596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004546263,"threshold_uncertainty_score":0.009039581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08381081858828783,"score_gpt":0.3232095766897103,"score_spread":0.2393987581014225,"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."}}