{"id":"W2124017296","doi":"10.1186/2049-2618-2-7","title":"Bacterial communities on classroom surfaces vary with human contact","year":2014,"lang":"en","type":"article","venue":"Microbiome","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":202,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Alfred P. Sloan Foundation","keywords":"Microbiome; Biology; Microbial ecology; Ecology; Microbial population biology; Taxon; Community structure; Human microbiome; Bacteria; Bioinformatics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002226746,0.0001670925,0.0002126321,0.00003572832,0.0004449545,0.00002653042,0.0004478742,0.0001143505,0.01441254],"category_scores_gemma":[0.000003291944,0.0001372054,0.00003639089,0.00008674568,0.0004026487,0.00009045245,0.0002348828,0.0002790762,0.001481706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006306,"about_ca_system_score_gemma":0.000005542989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001454089,"about_ca_topic_score_gemma":0.008058884,"domain_scores_codex":[0.9989495,0.0004399907,0.0001396991,0.0001470509,0.00004524999,0.0002785276],"domain_scores_gemma":[0.9992814,0.0001477906,0.00007102811,0.000446415,0.000005621222,0.0000477114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001237291,0.0001469492,0.005917635,0.000006188362,0.00001998621,0.00000138132,0.0005899081,0.00007116655,0.9799536,0.0002829274,0.0127603,0.000126154],"study_design_scores_gemma":[0.003194877,0.004410758,0.2921128,0.00008192992,0.00004882341,0.00006323713,0.0004918363,0.00004678414,0.06109031,0.001266081,0.636111,0.001081574],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817703,0.00000274524,0.00001267299,0.000142446,0.0001325029,0.0001134464,0.00002531379,0.00004924092,0.01775133],"genre_scores_gemma":[0.9978608,0.000002277663,0.0001498803,0.0008804189,0.00003779182,0.000003640702,0.0002878247,0.00001551537,0.0007618394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9188634,"threshold_uncertainty_score":0.9992958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121502576707716,"score_gpt":0.211955985106089,"score_spread":0.2007409593390119,"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."}}