{"id":"W2064998452","doi":"10.2310/7070.2004.03038","title":"Hypopharyngeal Perforation after Blunt Neck Trauma","year":2004,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Blunt; Blunt trauma; Surgery; Perforation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004029135,0.0001077202,0.0002711019,0.0001460132,0.00005787936,0.00001204081,0.000140054,0.00007141528,0.0003369194],"category_scores_gemma":[0.00005190588,0.00006508925,0.0001302673,0.0001277981,0.00006873172,0.0001853771,0.0000285057,0.0003011617,0.0001031022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000837896,"about_ca_system_score_gemma":0.0000596266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002848616,"about_ca_topic_score_gemma":0.0000289219,"domain_scores_codex":[0.9991056,0.0000621216,0.0003619798,0.00007418422,0.0002111222,0.0001849704],"domain_scores_gemma":[0.9993867,0.00005785879,0.0001864801,0.0001793036,0.0001013744,0.0000882746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03012488,0.004927702,0.8232694,0.0006480193,0.002568472,0.007530725,0.01492439,0.002197693,0.02088081,0.007243384,0.02366283,0.06202168],"study_design_scores_gemma":[0.004317597,0.001942402,0.9817972,0.00008227017,0.0004978427,0.001999028,0.0001424622,0.00002474861,0.002823622,0.001179662,0.005102606,0.00009055627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864823,0.0007661048,0.0003173161,0.01020496,0.0002788742,0.0001967733,6.501651e-7,0.00001332437,0.001739722],"genre_scores_gemma":[0.9965677,0.0002090369,0.0007446609,0.001850961,0.0004306397,0.0000056636,0.00000194722,0.00001356063,0.0001758252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1585278,"threshold_uncertainty_score":0.3689031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425418968329524,"score_gpt":0.2556846500636403,"score_spread":0.241430460380345,"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."}}