{"id":"W2582934567","doi":"10.1016/j.jcf.2017.01.004","title":"Effect of freezing sputum on Pseudomonas aeruginosa population heterogeneity","year":2017,"lang":"en","type":"article","venue":"Journal of Cystic Fibrosis","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Calgary","funders":"Gilead Sciences","keywords":"Cystic fibrosis; Sputum; Medicine; Pseudomonas aeruginosa; Microbiology; Population; Internal medicine; Environmental health; Bacteria; Tuberculosis; Pathology; Biology; Genetics","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":[0.0009004908,0.0004276131,0.0006658961,0.0002122485,0.0005247221,0.0009487437,0.0004713482,0.0005969555,0.003210328],"category_scores_gemma":[0.002814691,0.0002948121,0.0005663062,0.0002085631,0.0007296632,0.000467443,0.0005455384,0.001028645,0.0002005669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006402161,"about_ca_system_score_gemma":0.0006382321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00587049,"about_ca_topic_score_gemma":0.004390068,"domain_scores_codex":[0.9993441,0.0002293484,0.00006103345,0.00008533017,0.00009029533,0.0001899104],"domain_scores_gemma":[0.9973657,0.00162774,0.0002344373,0.0002182281,0.0002721965,0.0002817565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01083609,0.0003554248,0.00931395,0.0001297312,0.0001070471,0.0003160397,0.0002560385,0.001316336,0.9696068,0.0001157434,0.0002447818,0.007402054],"study_design_scores_gemma":[0.0001831133,0.005702694,0.07535648,0.00004231881,0.0002382365,0.0004371938,0.0006256143,0.00529525,0.9108867,0.000181111,0.0009943182,0.00005704108],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986155,0.0004178854,0.0002109632,0.00009257427,0.00004889845,0.00001997095,0.0001368318,0.000008808266,0.000448469],"genre_scores_gemma":[0.9990408,0.0001317828,0.0004181275,0.00006646622,0.00001869303,0.00001091965,0.0001020039,0.0000095522,0.0002016176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00587049,"threshold_uncertainty_score":0.01167262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009662516544997413,"score_gpt":0.2690719702150833,"score_spread":0.2594094536700859,"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."}}