{"id":"W3046507703","doi":"10.1002/hed.26404","title":"Clinical evaluation of an automated virtual surgical planning platform for mandibular reconstruction","year":2020,"lang":"en","type":"article","venue":"Head & Neck","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stornoway Diamond (Canada); University of British Columbia","funders":"Vancouver Coastal Health Research Institute; Canadian Medical Association; Michael Smith Health Research BC","keywords":"Computer science; Surgical planning; Medicine; Orthodontics; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002161461,0.0005659747,0.0002360924,0.0008820733,0.0002709753,0.0005483752,0.0009593364,0.0003291483,0.003826537],"category_scores_gemma":[0.007169333,0.0003577824,0.0003020822,0.0003684408,0.000514454,0.0003256103,0.0008010516,0.0003089643,0.0006329025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004813243,"about_ca_system_score_gemma":0.0006281365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027826,"about_ca_topic_score_gemma":0.001432958,"domain_scores_codex":[0.9986753,0.0004162702,0.0001235016,0.0001881353,0.0005226713,0.00007414703],"domain_scores_gemma":[0.9967968,0.00152324,0.0003193633,0.0005769365,0.00057437,0.0002091948],"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":[0.004634565,0.004100548,0.3632017,0.0003629187,0.0001854559,0.004789955,0.001815934,0.02118294,0.05894511,0.0003285001,0.003505326,0.536947],"study_design_scores_gemma":[0.001289748,0.03663156,0.634438,0.0001316578,0.000400567,0.04254454,0.001701881,0.1678136,0.1008874,0.000572481,0.01327672,0.0003120324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987398,0.00007644666,0.01080164,0.00002979081,0.00001484287,0.0002397271,0.0002164629,0.0003002946,0.0009228336],"genre_scores_gemma":[0.9752182,0.00006570605,0.02373322,0.00003074518,0.00001255786,0.0001528233,0.0003265355,0.00005441433,0.0004057792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003826537,"threshold_uncertainty_score":0.01280099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161396806200732,"score_gpt":0.4259955622257591,"score_spread":0.3098558816056859,"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."}}