{"id":"W2139715006","doi":"10.1371/journal.ppat.1003163","title":"Surviving the Heat of the Moment: A Fungal Pathogens Perspective","year":2013,"lang":"en","type":"article","venue":"PLoS Pathogens","topic":"Fungal Infections and Studies","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Wellcome Trust","keywords":"Biology; Virulence; Microbiology; Cryptococcus neoformans; Candida albicans; Yeast; Dimorphic fungus; Microorganism; Pathogen; Aspergillus fumigatus; Heat shock; Organism; Cryptococcus; Heat shock protein; Bacteria; Genetics; Gene","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":[0.0001644519,0.0001488366,0.0002615538,0.00004737458,0.0002840293,0.00001744916,0.000109698,0.00005152724,0.0002549485],"category_scores_gemma":[0.0002340492,0.00007296867,0.0002238126,0.0003176716,0.0001725426,0.00004548777,0.0001250734,0.0002189228,0.00006847729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009873004,"about_ca_system_score_gemma":0.00005000681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670027,"about_ca_topic_score_gemma":0.00007103109,"domain_scores_codex":[0.9989372,0.0001052893,0.0002122831,0.0002043178,0.0002885581,0.0002523245],"domain_scores_gemma":[0.9988762,0.000151733,0.00005594716,0.0004693908,0.0003866419,0.00006011368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003345321,0.0008229793,0.4013154,0.0001105189,0.0007933971,0.00001796274,0.01426795,0.00003480555,0.5751218,0.004243394,0.002538117,0.0007002189],"study_design_scores_gemma":[0.0007427808,0.000412209,0.9625214,0.0001990077,0.0005521544,0.0001066837,0.01415245,0.0009715691,0.01798444,0.000606258,0.00150781,0.0002431986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803793,0.0008227809,0.0000295708,0.00408539,0.0002101488,0.0007442643,0.00005519254,0.00003986299,0.01363344],"genre_scores_gemma":[0.9981313,0.0001022581,0.00008079076,0.0003095954,0.0001689001,0.0001148545,0.000001339086,0.00001971385,0.001071278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.561206,"threshold_uncertainty_score":0.2975576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111167208859321,"score_gpt":0.240680238634455,"score_spread":0.2195685665458618,"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."}}