{"id":"W4413054445","doi":"10.1038/s41415-025-9056-x","title":"AI-driven dental information","year":2025,"lang":"en","type":"letter","venue":"BDJ","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003662165,0.0007221021,0.0009540997,0.001256816,0.01129833,0.01019129,0.002268095,0.1004018,0.0781512],"category_scores_gemma":[0.02301781,0.001086649,0.001904952,0.0008783386,0.002378562,0.0033242,0.004152993,0.05330951,0.03576269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007824687,"about_ca_system_score_gemma":0.01542179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02145985,"about_ca_topic_score_gemma":0.05792224,"domain_scores_codex":[0.9939713,0.0007368439,0.0004566863,0.0006686613,0.002383639,0.001782848],"domain_scores_gemma":[0.990398,0.003397724,0.0003520427,0.0003957775,0.002579156,0.002877236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002863259,0.00003056752,0.0003309444,0.00002642718,0.00000825962,0.00143469,0.0001047959,0.00005059968,0.0002458481,0.008914551,0.9828193,0.00600543],"study_design_scores_gemma":[0.0000225209,0.00001922575,0.0006397252,0.00008025715,0.000008970243,0.0005889076,0.0002022354,0.0002556958,0.0001473866,0.004776489,0.9932333,0.00002522799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009753628,0.0009247998,0.000309513,0.8872299,0.02532768,0.00006637912,0.0002062735,0.0001054039,0.08485464],"genre_scores_gemma":[0.00567062,0.0005371736,0.0003438575,0.7675185,0.01159116,0.00005771837,0.00008284682,0.00006125823,0.2141368],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1004018,"threshold_uncertainty_score":0.2614418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006528187240248193,"score_gpt":0.2459667685875967,"score_spread":0.2394385813473485,"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."}}