{"id":"W3159546776","doi":"10.1111/iej.13547","title":"Identification and validation of novel biomarkers and therapeutics for pulpitis using connectivity mapping","year":2021,"lang":"en","type":"article","venue":"International Endodontic Journal","topic":"Endodontics and Root Canal Treatments","field":"Dentistry","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Pulpitis; Microarray analysis techniques; Medicine; Gene expression; Gene expression profiling; Gene signature; Fluvastatin; Pulp (tooth); Biology; Gene; Pathology; Pharmacology; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003149536,0.00009039423,0.0001442629,0.0001218222,0.0001219421,0.0001666178,0.00007139563,0.00004857735,0.00002122732],"category_scores_gemma":[0.0002009355,0.0000889902,0.00007291717,0.0000701982,0.0000454445,0.0002122836,0.00003873998,0.00007938528,4.669616e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007866899,"about_ca_system_score_gemma":0.00005702376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002337427,"about_ca_topic_score_gemma":0.00001973737,"domain_scores_codex":[0.9991062,0.00003728881,0.0003463638,0.0001639894,0.0002354397,0.0001107179],"domain_scores_gemma":[0.9989322,0.000189017,0.0003026082,0.00007694455,0.0004494822,0.00004978359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001106518,0.0003476082,0.173087,0.00008997001,0.002062513,0.00008322101,0.0003699128,0.0001736021,0.7982143,0.005891448,0.00007676167,0.01949303],"study_design_scores_gemma":[0.01605101,0.0001587026,0.4553545,0.0007427295,0.0009960628,0.01464055,0.001700143,0.1106245,0.381341,0.011787,0.005871077,0.000732752],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8498192,0.0003958853,0.1482336,0.0003006153,0.0009698202,0.00008438688,0.00007686677,0.000005179851,0.000114524],"genre_scores_gemma":[0.9920179,0.0001577272,0.007394761,0.00003121216,0.000128833,0.000003094004,0.00002092762,0.00001274966,0.000232768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4168733,"threshold_uncertainty_score":0.3628915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07344116209676749,"score_gpt":0.3400105368686205,"score_spread":0.266569374771853,"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."}}