{"id":"W1981941151","doi":"10.1097/cnq.0000000000000029","title":"Adapt or Perish—A Relentless Fight for Survival","year":2014,"lang":"en","type":"article","venue":"Critical Care Nursing Quarterly","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Clair College","funders":"","keywords":"Ingenuity; Medicine; Infection control; Population; Intensive care medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000234348,0.0002059864,0.0004492634,0.00009551719,0.0002773749,0.00006823866,0.00008745122,0.0002310959,0.0001691504],"category_scores_gemma":[0.001297744,0.0001756112,0.0001861871,0.0001217539,0.000204196,0.00008142829,0.00000326083,0.0002988826,0.0000452121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002837197,"about_ca_system_score_gemma":0.0001742299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002699949,"about_ca_topic_score_gemma":0.00003936604,"domain_scores_codex":[0.9981497,0.0001586422,0.0003692627,0.0004239959,0.0003206768,0.0005777364],"domain_scores_gemma":[0.9971299,0.001008629,0.00003404036,0.0004019366,0.001058237,0.0003672581],"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":[0.003827133,0.0004891091,0.001585648,0.004243738,0.00005490984,0.00007144555,0.01442327,0.000002470367,0.001293256,0.1190564,0.01380659,0.8411461],"study_design_scores_gemma":[0.04207394,0.1322254,0.0561117,0.01367959,0.003668498,0.002276368,0.1566779,0.03704035,0.004768576,0.03747776,0.5089734,0.005026549],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2116344,0.003497027,0.4347153,0.2232813,0.03858563,0.007063186,0.0004221539,0.002658465,0.07814257],"genre_scores_gemma":[0.9941623,9.501109e-7,0.002176733,0.00128998,0.001903497,0.0001037955,0.00005481608,0.00005855282,0.0002494107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8361195,"threshold_uncertainty_score":0.7161217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05512154121483689,"score_gpt":0.4100883714871662,"score_spread":0.3549668302723293,"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."}}