{"id":"W2113408951","doi":"10.1902/jop.2009.090419","title":"An Update on Novel Non‐Invasive Approaches for Periodontal Diagnosis","year":2010,"lang":"en","type":"review","venue":"Journal of Periodontology","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Manitoba; National Research Council Institute for Biodiagnostics","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Periodontitis; Medicine; Modalities; Optical coherence tomography; Intensive care medicine; Disease; Pathology; Dentistry; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001417467,0.0009495228,0.001258623,0.002914494,0.0004507803,0.001849221,0.001198768,0.001925788,0.01226099],"category_scores_gemma":[0.002036049,0.0004038113,0.001158604,0.001709349,0.0006242463,0.002796474,0.0009626009,0.003143151,0.006464965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007397457,"about_ca_system_score_gemma":0.001395541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009072587,"about_ca_topic_score_gemma":0.001577338,"domain_scores_codex":[0.9993308,0.0001250329,0.0001101114,0.0001109816,0.0002682787,0.00005484885],"domain_scores_gemma":[0.9990087,0.0004560629,0.00008514208,0.00003476753,0.0003458484,0.00006948717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001893364,0.0001464744,0.0003988009,0.01622945,0.0001175377,0.0006056773,0.0001833702,0.0002326973,0.006061728,0.006200201,0.07942848,0.8902061],"study_design_scores_gemma":[0.00001036747,0.0001003635,0.0003619307,0.002113368,0.00008470113,0.001517117,0.00005385482,0.00009245702,0.0009346497,0.001257384,0.9934482,0.00002554127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002842101,0.9919355,0.001160312,0.001288135,0.001686625,0.00001840329,0.00008714483,0.00004878788,0.00349085],"genre_scores_gemma":[0.001516442,0.9901668,0.002097301,0.001437285,0.001789357,0.00003426715,0.0002233798,0.00002063797,0.002714615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01226099,"threshold_uncertainty_score":0.04101706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280809135403104,"score_gpt":0.3943176866710076,"score_spread":0.2662367731306972,"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."}}