{"id":"W3158308147","doi":"10.1186/s40168-021-01056-3","title":"Anna Karenina and the subgingival microbiome associated with periodontitis","year":2021,"lang":"en","type":"article","venue":"Microbiome","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital","funders":"National Institute of Dental and Craniofacial Research","keywords":"Microbiome; Biology; Periodontitis; Oral Microbiome; Metagenomics; Phenotype; Aggressive periodontitis; Chronic periodontitis; Disease; Biomarker; Virulence; Biofilm; Genetics; Microbiology; Immunology; Gene; Medicine; Pathology; Dentistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005202719,0.0004309468,0.0004650641,0.001449137,0.0008512589,0.001994319,0.0002609546,0.0005981292,0.001925486],"category_scores_gemma":[0.001329783,0.0002920208,0.0004655795,0.001371494,0.0009490398,0.0008264671,0.001910335,0.0007427156,0.000500045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003845557,"about_ca_system_score_gemma":0.0006511835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009698878,"about_ca_topic_score_gemma":0.001173455,"domain_scores_codex":[0.9993693,0.00008884335,0.000044007,0.0002113511,0.0002047227,0.00008189959],"domain_scores_gemma":[0.999301,0.0001564776,0.0003288564,0.00004755344,0.00009995286,0.00006611591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001144465,0.0001880465,0.6318135,0.001179809,0.0004284529,0.001588896,0.002750423,0.0007967725,0.2662878,0.002729684,0.0010979,0.08999426],"study_design_scores_gemma":[0.00001474198,0.0003168789,0.9504491,0.0002927723,0.0002422448,0.006739085,0.003082596,0.001592806,0.01538103,0.006971525,0.01481627,0.0001009121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842621,0.009340431,0.002377992,0.0007211935,0.00005051344,0.00003008553,0.0006671629,0.0000280589,0.002522477],"genre_scores_gemma":[0.9914482,0.003576626,0.003293112,0.0002344671,0.00004674273,0.0000418462,0.0004644686,0.00001473743,0.0008799148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001994319,"threshold_uncertainty_score":0.006441414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009853407808379582,"score_gpt":0.2368141781531439,"score_spread":0.2269607703447643,"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."}}