{"id":"W2116918425","doi":"10.1002/lary.21905","title":"Pin guidance of reconstruction plate contour: An expanded role of external fixation","year":2011,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Contouring; Medicine; Fixation (population genetics); Orthodontics; Mandibular Neoplasms; Computer science","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":[0.000476081,0.0000932758,0.000285262,0.00007041929,0.00003318764,0.000002648746,0.00009014831,0.00006849617,0.0002199497],"category_scores_gemma":[0.00004407199,0.00006599678,0.0001034067,0.00009531975,0.0001842255,0.0002183322,0.00002042401,0.0001018437,0.000003612842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001568748,"about_ca_system_score_gemma":0.00003946539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002603221,"about_ca_topic_score_gemma":0.000008433049,"domain_scores_codex":[0.9992148,0.0001068891,0.0003189582,0.0001205566,0.0001118695,0.0001269288],"domain_scores_gemma":[0.9992493,0.00002361497,0.0002521658,0.0003066877,0.0001235576,0.00004464255],"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":[0.0003656026,0.00009302637,0.06878736,0.0000376451,0.00005919593,0.000001210088,0.0009468779,1.710899e-7,0.8724031,0.001003698,0.00001966235,0.05628241],"study_design_scores_gemma":[0.0003657917,0.0001970598,0.09064288,0.0002289218,0.000054332,0.0002039995,0.0003010396,0.00003057546,0.9061149,0.001684313,0.0001149295,0.00006126733],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890416,0.0008685389,0.001797663,0.000008301884,0.0001147971,0.0002741225,0.000006278786,0.00003997413,0.00784869],"genre_scores_gemma":[0.9906937,0.0001586215,0.008938398,0.00003639326,0.00005763878,0.00001261467,0.000004947242,0.00001154642,0.00008616847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05622114,"threshold_uncertainty_score":0.2691271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02376102365463102,"score_gpt":0.257499942039563,"score_spread":0.233738918384932,"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."}}