{"id":"W2797505012","doi":"10.1177/0022034518767118","title":"Inflammatory Bacteriome and Oral Squamous Cell Carcinoma","year":2018,"lang":"en","type":"article","venue":"Journal of Dental Research","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":220,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"Australian Research Council","keywords":"Biology; Capnocytophaga; Prevotella; Fusobacterium nucleatum; Phylotype; Microbiology; Microbiome; Fusobacterium; Porphyromonas gingivalis; Bacteroides; Genetics; 16S ribosomal RNA; Bacteria","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":[0.002309916,0.0001148655,0.0002462359,0.0005058084,0.0003067253,0.0001859243,0.0004631692,0.0001769892,0.001956934],"category_scores_gemma":[0.0002662148,0.0000949621,0.00009327329,0.0002978722,0.0008937005,0.0003230827,0.0003793848,0.0009969288,0.00092551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001045808,"about_ca_system_score_gemma":0.0001946958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008849525,"about_ca_topic_score_gemma":0.000311247,"domain_scores_codex":[0.9976475,0.0006074045,0.0004001703,0.0001865223,0.0006205214,0.0005378606],"domain_scores_gemma":[0.9985005,0.0002365423,0.0001130172,0.0001981582,0.0006661513,0.0002855918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006281887,0.000126921,0.6000196,0.00007112879,0.00001776619,0.001735835,0.0001945669,5.565755e-8,0.3809659,0.00004019974,0.0131358,0.003064104],"study_design_scores_gemma":[0.00221767,0.002058835,0.8789564,0.00003439238,0.00001010458,0.003975005,0.0005825715,0.00001085356,0.08522065,0.000176647,0.02659613,0.0001607621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950888,0.001125045,0.00000504386,0.000068161,0.0005574126,0.0001122153,0.00001663089,0.000005810527,0.003020876],"genre_scores_gemma":[0.9946589,0.00005576335,0.0001232992,0.00002671852,0.0006389781,0.000001744685,0.000002499953,0.0000194136,0.004472652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2957452,"threshold_uncertainty_score":0.9998524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04535604699817933,"score_gpt":0.3676763513919535,"score_spread":0.3223203043937741,"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."}}