{"id":"W4411036057","doi":"10.1563/aaid-joi-d-25-00024","title":"Simplification of the Bone Shell Technique for Lateral Mandibular Ridge Augmentation","year":2025,"lang":"en","type":"article","venue":"Journal of Oral Implantology","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia; BC Children's Hospital; BC Cancer Agency","funders":"","keywords":"Ridge; Mandible (arthropod mouthpart); Shell (structure); Computer science; Hard tissue; Orthodontics; Dentistry; Geology; Medicine; Materials science; Biology; Paleontology","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":[0.0004257809,0.00006821354,0.0003215939,0.0001771182,0.00003610897,0.000004019641,0.00007439352,0.0001000007,0.00001301897],"category_scores_gemma":[0.00005601697,0.0000441031,0.0002051825,0.0001077568,0.00008230723,0.00005847097,0.00001523972,0.000131763,3.000377e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000410847,"about_ca_system_score_gemma":0.00009233993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008694439,"about_ca_topic_score_gemma":0.000002604601,"domain_scores_codex":[0.9992597,0.0000654926,0.0004411233,0.00007121428,0.00006472963,0.00009779554],"domain_scores_gemma":[0.9992298,0.00005821105,0.0003479388,0.0001239786,0.0002189491,0.00002109264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005483641,0.00006662456,0.02711637,0.0001161705,0.0001562519,0.000011462,0.00002773631,7.357651e-7,0.9609072,0.001930033,0.002832813,0.006286243],"study_design_scores_gemma":[0.0009024838,0.0002454862,0.03368711,0.0001440575,0.0002052816,0.003737647,0.0000314744,0.000006523771,0.9489675,0.005140296,0.006889591,0.00004255027],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956421,0.0002763769,0.04106154,0.001052326,0.0003659668,0.0005525545,0.00001966973,0.000009081824,0.0002415162],"genre_scores_gemma":[0.9915043,0.00007147291,0.008044798,0.0002069806,0.00002822414,0.00001423783,0.00001085232,0.000005126045,0.0001139956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03508335,"threshold_uncertainty_score":0.1798472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665245372654266,"score_gpt":0.3249472275659066,"score_spread":0.3082947738393639,"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."}}