{"id":"W4404307829","doi":"10.36227/techrxiv.173152609.92049425/v1","title":"OPTIMIZING BONE CUTS ENHANCES PREDICTED BONE UNION PROPENSITY IN MANDIBULAR BODY RECONSTRUCTION","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Orthodontics; Dentistry; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001200761,0.0005149535,0.001275648,0.0009056889,0.00006957714,0.00009648417,0.0001154638,0.0007818703,0.0002843175],"category_scores_gemma":[0.0001063917,0.0004457382,0.0004270695,0.000385432,0.0002408901,0.0001501206,0.0006674541,0.001934818,0.0000262069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003507222,"about_ca_system_score_gemma":0.0004007829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003208281,"about_ca_topic_score_gemma":0.00007402222,"domain_scores_codex":[0.9969293,0.0002456931,0.0009302892,0.001131131,0.0003371401,0.0004264724],"domain_scores_gemma":[0.9985913,0.0000384742,0.0002618222,0.0007247906,0.0002382798,0.0001453329],"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":[0.001365533,0.0008854112,0.03202918,0.01017948,0.00226497,0.003938965,0.001084228,0.00008501005,0.6609682,0.001446686,0.006161349,0.279591],"study_design_scores_gemma":[0.001517119,0.0003206332,0.01140827,0.01487448,0.0008890228,0.00654948,0.0003276751,0.001311486,0.9437283,0.0130027,0.004763101,0.001307691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705409,0.003814578,0.003737181,0.0005433207,0.00170024,0.002213596,0.00002748168,0.0009481487,0.01647452],"genre_scores_gemma":[0.9612297,0.003740464,0.03032624,0.0000873641,0.0003770511,0.0002321611,0.0003421405,0.000094654,0.003570203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2827602,"threshold_uncertainty_score":0.9997994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698106247842454,"score_gpt":0.2618933883601015,"score_spread":0.244912325881677,"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."}}