{"id":"W4406773007","doi":"10.1002/hed.28078","title":"Continental Preferences in Reconstruction of Pharyngolaryngectomy Defects: A Multi‐National Survey","year":2025,"lang":"en","type":"article","venue":"Head & Neck","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indian subcontinent; Medicine; Head and neck; Reconstructive surgery; Form and function; Malignancy; General surgery; Reconstructive Surgeon; Surgery; History; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009583995,0.0001271117,0.0001600723,0.0005453608,0.0003320311,0.0004090508,0.0002830844,0.0003543163,0.002159276],"category_scores_gemma":[0.002532568,0.0001991051,0.0002949099,0.001048168,0.0003446614,0.0004320992,0.000548628,0.0003195891,0.0003266067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003125702,"about_ca_system_score_gemma":0.0002732557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009211585,"about_ca_topic_score_gemma":0.01233202,"domain_scores_codex":[0.9993578,0.0002253965,0.0001060818,0.00008258932,0.0001357749,0.00009240273],"domain_scores_gemma":[0.9979934,0.000499297,0.0009609495,0.0001094721,0.0001814831,0.0002555861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001702943,0.00001924501,0.9979448,0.00001618171,0.00002267855,0.00004572768,0.0004634798,0.0000377431,0.0001458421,0.00001018852,0.00009187028,0.00118528],"study_design_scores_gemma":[0.000001251407,0.00003555177,0.9980721,0.000009757195,0.000006012724,0.0001729686,0.001400858,0.00005712662,0.00004468476,0.000003917554,0.0001929572,0.000002627235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991127,0.0001084336,0.000051206,0.0000459723,0.000001778563,0.000007347337,0.0002665154,0.000001331956,0.0004047324],"genre_scores_gemma":[0.9995136,0.0001354044,0.0000616661,0.0000369533,0.000001506077,0.000007258343,0.0001547466,9.415123e-7,0.00008797002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009211585,"threshold_uncertainty_score":0.01831597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03825268050757449,"score_gpt":0.3287099290526768,"score_spread":0.2904572485451022,"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."}}