{"id":"W4220855052","doi":"10.1002/jper.21-0710","title":"Raman microspectroscopy/micro‐optical coherence tomography approach for chairside diagnosis of periodontal diseases: A pilot study","year":2022,"lang":"en","type":"article","venue":"Journal of Periodontology","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institute of Dental and Craniofacial Research","keywords":"Connective tissue; Ex vivo; Optical coherence tomography; In vivo; Medicine; Periodontitis; Pathology; Dentistry; Epithelium; Radiology; Biology","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":[0.002880677,0.001003247,0.0006189776,0.0003821287,0.0004530058,0.0003473813,0.0005288903,0.0007394929,0.001702718],"category_scores_gemma":[0.0009112196,0.0004536296,0.0005387266,0.0001382597,0.0006634261,0.0004779793,0.0006078143,0.0007409478,0.0004544316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002111728,"about_ca_system_score_gemma":0.0006338442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008318849,"about_ca_topic_score_gemma":0.001216298,"domain_scores_codex":[0.9988945,0.0005599961,0.00003262889,0.0001657601,0.0001975641,0.000149615],"domain_scores_gemma":[0.9992123,0.0001971075,0.00009280237,0.00009998011,0.0001701647,0.0002275846],"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":[0.009711875,0.01563158,0.02284269,0.0002344024,0.0001007914,0.0004804877,0.0006996341,0.0003031917,0.9183517,0.00007063009,0.000140423,0.0314326],"study_design_scores_gemma":[0.002461204,0.4905105,0.1888874,0.00004197234,0.000564941,0.005114271,0.001199589,0.005356355,0.3032824,0.0001109479,0.002351479,0.0001190488],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949248,0.0003479918,0.003909349,0.00003948805,0.00001172054,0.0004531571,0.00003750338,0.00002939242,0.0002466323],"genre_scores_gemma":[0.9799092,0.0003748669,0.01821882,0.0001458016,0.00004658407,0.000441565,0.0001522476,0.00001195728,0.000698871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002880677,"threshold_uncertainty_score":0.01523465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575298248411345,"score_gpt":0.3115674257736787,"score_spread":0.2958144432895653,"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."}}