{"id":"W2565519306","doi":"","title":"Integration of new technology into a high-risk underserved community: Pilot studies within an oral cancer screening clinic.","year":2006,"lang":"en","type":"article","venue":"Cancer Epidemiology and Prevention Biomarkers","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Triage; Cancer; Intervention (counseling); Disease; Family medicine; Medical emergency; Pathology; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003188103,0.0002408891,0.0007399025,0.000211287,0.0004922066,0.000004210236,0.0001591535,0.0004178573,0.00013666],"category_scores_gemma":[0.0003869138,0.0002061408,0.0000899322,0.0002754551,0.0007392856,0.0001785052,0.00009075338,0.0005343166,0.000009453932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226425,"about_ca_system_score_gemma":0.000128702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04894,"about_ca_topic_score_gemma":0.1193136,"domain_scores_codex":[0.9952645,0.002980384,0.0009876828,0.0003888566,0.00006364293,0.0003149605],"domain_scores_gemma":[0.9978155,0.000688196,0.000928326,0.0003511797,0.0001220455,0.00009472042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001587319,0.0002124115,0.8874599,0.000185606,0.0008214997,0.000008239806,0.0005641988,0.0001133563,0.0003523194,0.002535788,0.003763749,0.1023956],"study_design_scores_gemma":[0.002867072,0.001943303,0.7342753,0.0004081459,0.000473442,0.00001519379,0.00252483,0.0001531564,0.0006469798,0.2561675,0.0002844565,0.0002406671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690453,0.01984879,0.007337735,0.002244986,0.000959788,0.0003907851,0.00005178569,0.00009892594,0.00002191717],"genre_scores_gemma":[0.9751493,0.002099657,0.02121435,0.000306833,0.00009840172,0.0001564853,0.0001415609,0.00001754201,0.0008158224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2536317,"threshold_uncertainty_score":0.9573932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2733358558356336,"score_gpt":0.480709253562049,"score_spread":0.2073733977264153,"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."}}