{"id":"W7119104444","doi":"10.12944/edj.07.0102.06","title":"Artificial intelligence (A.I.), and Oral Cancer: An appraisal","year":2025,"lang":"","type":"article","venue":"ENVIRO Dental Journal","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Oral examination; Oral health; Adjunct; Cancer; Radiation therapy; Clinical Practice; Health care; Oral cavity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00292943,0.0007313486,0.0008830572,0.007086819,0.000723498,0.003080652,0.0006214355,0.002103804,0.001954895],"category_scores_gemma":[0.002943261,0.0003973297,0.0006833914,0.003927654,0.00225638,0.002963711,0.000841004,0.002009601,0.0008923427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002548156,"about_ca_system_score_gemma":0.002756874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005437387,"about_ca_topic_score_gemma":0.005687125,"domain_scores_codex":[0.9988091,0.0003509754,0.0001689459,0.00008528092,0.0005041298,0.00008151046],"domain_scores_gemma":[0.9955858,0.002791574,0.0002650038,0.00008515207,0.001071018,0.0002014182],"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":[0.0003599244,0.0003065144,0.005327082,0.01103541,0.0002499446,0.0006540913,0.0006241245,0.002276181,0.0009657231,0.04007748,0.08572243,0.8524011],"study_design_scores_gemma":[0.00003889365,0.0008598437,0.02426084,0.01676502,0.0003202405,0.002486249,0.001326303,0.002364463,0.0005043308,0.04503144,0.9059293,0.0001132393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006567436,0.9843455,0.0005193469,0.00504701,0.0009842736,0.00001265084,0.00001499273,0.00001097434,0.00840851],"genre_scores_gemma":[0.00691566,0.9868745,0.0008669149,0.001320148,0.002348945,0.00001644173,0.00002021927,0.000004481922,0.001632657],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007086819,"threshold_uncertainty_score":0.01848829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398871207491863,"score_gpt":0.3397442914197268,"score_spread":0.3157555793448081,"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."}}