{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005144672,0.0007229022,0.0007619888,0.00150654,0.0002808028,0.0006835893,0.0003429696,0.0003851027,0.001445034],"category_scores_gemma":[0.0009119809,0.0001832816,0.0006603178,0.001161833,0.0003009863,0.0004815857,0.0003720772,0.0004291052,0.0003853227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005484495,"about_ca_system_score_gemma":0.0007715964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005332856,"about_ca_topic_score_gemma":0.000811666,"domain_scores_codex":[0.9996071,0.00005156411,0.00002595315,0.0001002094,0.0001760952,0.00003906413],"domain_scores_gemma":[0.9995456,0.000125396,0.0001821718,0.0000324072,0.00008542075,0.00002894012],"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":[0.0007760177,0.0002096682,0.01347843,0.000961821,0.0001120364,0.0001896799,0.00005061506,0.006381689,0.8980446,0.0006935739,0.0004104605,0.07869136],"study_design_scores_gemma":[0.0001506266,0.00488675,0.142979,0.0001723431,0.0005453199,0.001387008,0.0002662966,0.07188012,0.7600603,0.00330784,0.01425844,0.0001059189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8995365,0.005898777,0.0843943,0.0004853652,0.00006043095,0.0005359319,0.005320862,0.0008143186,0.002953419],"genre_scores_gemma":[0.8869558,0.003849478,0.1011038,0.0001744082,0.00004864776,0.0006057936,0.005849579,0.0000674128,0.001345168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00150654,"threshold_uncertainty_score":0.004834116,"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."}}