{"id":"W4407390426","doi":"10.47191/ijmscrs/v5-i02-10","title":"Revolutionizing Reconstruction: The Role of Custom Implants in Orbital and Zygomatic Complex Fractures","year":2025,"lang":"en","type":"article","venue":"International Journal of Medical Science and Clinical Research Studies","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zygomatic Fractures; Zygomatic bone; Orthodontics; Orbital Fracture; Dentistry; Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.009828567,0.00004740255,0.0002484238,0.0002857186,0.0001319329,0.00003429529,0.0003313184,0.00004598566,0.0000309931],"category_scores_gemma":[0.01996597,0.00002475197,0.00004179736,0.0003369807,0.002908208,0.000104656,0.0003152428,0.0005542144,6.014261e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007785505,"about_ca_system_score_gemma":0.0003941714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007250521,"about_ca_topic_score_gemma":0.00007319985,"domain_scores_codex":[0.9968122,0.0001190061,0.0006116335,0.0001219849,0.002190706,0.0001444691],"domain_scores_gemma":[0.996793,0.001794547,0.0001247104,0.0000649926,0.001102905,0.0001198431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002945488,0.0001730654,0.1935529,0.00004295042,0.0002782889,0.0001087281,0.0004874428,7.182583e-7,0.0001825844,0.005196557,0.00130334,0.7983789],"study_design_scores_gemma":[0.001232468,0.0003043801,0.9631114,0.001283083,0.00002921057,0.0002413611,0.01017973,0.0007581981,0.00007973652,0.01570714,0.007037266,0.00003601051],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479958,0.003795739,0.00003274951,0.04572065,0.0004063827,0.0001046058,9.212977e-7,0.000001660107,0.001941512],"genre_scores_gemma":[0.9926668,0.00655388,0.0001567207,0.0004541795,0.0001439779,0.000001436859,1.260236e-7,9.723672e-7,0.00002187409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7983429,"threshold_uncertainty_score":0.9998053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1916879061341865,"score_gpt":0.5766596284435346,"score_spread":0.3849717223093481,"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."}}