{"id":"W2048343245","doi":"10.1016/j.aodf.2007.10.016","title":"The Future of Oral Pathology Practice","year":2007,"lang":"en","type":"article","venue":"Alpha Omegan","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Oral and maxillofacial pathology; Specialty; Medicine; Oral medicine; Accreditation; Dentistry; Clinical Practice; Periodontium; Disease; Pathology; Family medicine; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001038185,0.00009260631,0.0001406176,0.00003221514,0.0002096601,0.000006753596,0.0001421947,0.0001532541,0.00004589651],"category_scores_gemma":[0.00009867159,0.00006017465,0.00005198151,0.0001398345,0.0001347558,0.00008523541,0.00003990469,0.0002085973,0.0003619443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002786624,"about_ca_system_score_gemma":0.00003456487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003574442,"about_ca_topic_score_gemma":0.0006741043,"domain_scores_codex":[0.998972,0.0001570024,0.0002684626,0.0001582124,0.0001303784,0.0003139555],"domain_scores_gemma":[0.9988469,0.0005023257,0.0001686174,0.0003303774,0.00008660094,0.00006521447],"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":[0.002080121,0.001319014,0.1361662,0.00009530833,0.0003091343,0.01321012,0.001866037,0.000001405415,0.001350727,0.200537,0.02182191,0.6212431],"study_design_scores_gemma":[0.001110847,0.0004327419,0.3385926,0.000006651287,0.00008579734,0.001674569,0.001565043,0.000001706789,0.002814583,0.001931153,0.6516653,0.0001190678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710186,0.004990649,0.0001501359,0.003963823,0.002567739,0.0002359312,0.00001306494,0.00005528398,0.01700478],"genre_scores_gemma":[0.9957484,0.0001463713,0.00103325,0.0007792031,0.0002147809,0.00000635756,0.000007372043,0.00001088016,0.002053384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6298434,"threshold_uncertainty_score":0.4652182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566249426976992,"score_gpt":0.3548532924622086,"score_spread":0.3391907981924387,"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."}}