{"id":"W4414359291","doi":"10.24963/ijcai.2025/1036","title":"AI4TRT: Automatic Simulation of Teeth Restoration Treatment","year":2025,"lang":"en","type":"article","venue":"","topic":"Engineering Technology and Methodologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Leverage (statistics); Visualization; Optical flow; Modalities; Point (geometry); Process (computing)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006476378,0.00005245814,0.00008907236,0.0001062624,0.00001083373,0.000001936902,0.00003710488,0.00007547145,0.00001092409],"category_scores_gemma":[0.00007894306,0.0000447641,0.00001846724,0.0001279493,0.00001336742,0.00003298734,0.000005643547,0.00002961728,0.000003257345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004392578,"about_ca_system_score_gemma":0.000006283984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004362985,"about_ca_topic_score_gemma":0.00000407864,"domain_scores_codex":[0.9997658,0.000009912806,0.0001045839,0.00004335795,0.00002144741,0.00005486876],"domain_scores_gemma":[0.9997351,0.0001122717,0.000008350015,0.0001280649,0.00001105064,0.000005122607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001067047,0.000007235505,0.0001982414,0.00004794614,0.00002649563,2.082703e-7,0.00004260308,0.9418595,0.004958618,0.005519837,0.00008769627,0.04725059],"study_design_scores_gemma":[0.0001350557,0.00003373292,0.004654112,0.00002143806,0.0000159635,1.547741e-7,0.00002789891,0.9119442,0.07994715,0.002166165,0.001007236,0.00004692207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2764131,0.0002254078,0.7148415,0.00004974271,0.0002093384,0.00009741629,6.801391e-7,0.001338101,0.006824732],"genre_scores_gemma":[0.9604605,0.0000224709,0.03915364,0.000003688982,0.000004295616,0.00001081257,0.000001818055,0.00000381371,0.0003389925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6840474,"threshold_uncertainty_score":0.1825427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190995586699855,"score_gpt":0.3104907486648971,"score_spread":0.2785807927978985,"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."}}