{"id":"W2269996680","doi":"10.1007/0-306-46834-4_12","title":"Intensive Care Unit Management of Pneumonia","year":2002,"lang":"en","type":"book-chapter","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Intensive care unit; Pneumonia; Medicine; Intensive care medicine; Internal medicine","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":[0.0002715013,0.0005052268,0.0004368929,0.0004600993,0.0003213958,0.000690709,0.0007031019,0.001005071,0.008778138],"category_scores_gemma":[0.0008167992,0.0001748427,0.0002886422,0.0002709125,0.0002096851,0.0007289919,0.0005326729,0.002050216,0.003379732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005573125,"about_ca_system_score_gemma":0.0006884555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008094123,"about_ca_topic_score_gemma":0.002936546,"domain_scores_codex":[0.9998599,0.00003900562,0.00001098523,0.00001058298,0.00006494229,0.00001449447],"domain_scores_gemma":[0.9998636,0.00005800258,0.00001046499,0.00000594745,0.00003457598,0.00002734601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002278102,0.0001538637,0.0004132381,0.0004389949,0.00001377551,0.001149133,0.0001887685,0.0006466985,0.0006349939,0.01207457,0.4124618,0.5718013],"study_design_scores_gemma":[0.00002456571,0.0001277744,0.003879691,0.001961277,0.00002125803,0.007350696,0.0001423291,0.0008231459,0.0005226812,0.01521735,0.9699081,0.00002107627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003825902,0.3058784,0.01980331,0.02437417,0.01861172,0.0002299823,0.0002802942,0.0004324753,0.6265638],"genre_scores_gemma":[0.03439352,0.2809102,0.03904082,0.02596163,0.01629328,0.0004964865,0.0007497583,0.0002130557,0.6019413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008778138,"threshold_uncertainty_score":0.02936578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05203259829970911,"score_gpt":0.2741084333703289,"score_spread":0.2220758350706198,"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."}}