{"id":"W4413050078","doi":"10.1111/jocd.70379","title":"Revealing the Three‐Dimensional Complexity of Facial Anatomy Through Micro‐Computed Tomography","year":2025,"lang":"en","type":"review","venue":"Journal of Cosmetic Dermatology","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Maple Leaf Medical Clinic","funders":"","keywords":"Context (archaeology); Ultrasound; Modality (human–computer interaction); Medical physics; Computer science; Modalities; Biomedical engineering; Medicine; Radiology; Computer vision; Artificial intelligence","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":[0.0006029298,0.0003408245,0.003334799,0.0008247189,0.00009774433,0.0000145383,0.0003930028,0.0004123157,0.0000829249],"category_scores_gemma":[0.0003997573,0.0002093104,0.001530669,0.0009033367,0.0005636973,0.00005478092,0.0001103202,0.0009486761,0.000003921434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006464391,"about_ca_system_score_gemma":0.001195877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001122005,"about_ca_topic_score_gemma":0.000004509573,"domain_scores_codex":[0.9964883,0.0004920542,0.002065973,0.000193966,0.0004976224,0.0002620524],"domain_scores_gemma":[0.9960861,0.001013368,0.001735806,0.0003331362,0.0007369923,0.00009463003],"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":[0.0002359237,0.0005728524,0.000484299,0.01949288,0.002586527,0.00106625,0.0001250234,0.000001549629,0.00002163653,0.01291464,0.1071841,0.8553143],"study_design_scores_gemma":[0.0004423477,0.00008620902,0.00007974398,0.01188898,0.001088111,0.006739942,0.000008995571,0.00001129997,0.00009454005,0.003880336,0.9755287,0.0001508521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001268736,0.9905278,0.002629188,0.004373128,0.000807483,0.0006105211,0.00003494231,0.00002938958,0.0008606673],"genre_scores_gemma":[0.0006898613,0.9865272,0.01042008,0.002146725,0.00008371392,0.00001168118,0.00004290706,0.00002896083,0.00004883677],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8683445,"threshold_uncertainty_score":0.853543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06724094557292774,"score_gpt":0.3766495398676893,"score_spread":0.3094085942947615,"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."}}