{"id":"W2889218427","doi":"10.1097/sle.0000000000000573","title":"Bilateral Axillo-Breast Approach to Endoscopic Thyroidectomy in a Porcine Model","year":2018,"lang":"en","type":"article","venue":"Surgical Laparoscopy Endoscopy & Percutaneous Techniques","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Medicine; Thyroidectomy; Surgery; Dissection (medical); General surgery; Thyroid; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006928366,0.000937534,0.001718562,0.0009680333,0.0001950931,0.0001270527,0.0005189342,0.0005618026,0.0003806159],"category_scores_gemma":[0.0001144685,0.0007958531,0.0004034564,0.001312902,0.000484209,0.0002594387,0.0002529048,0.0009387918,0.0004622745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955457,"about_ca_system_score_gemma":0.0003405103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003116325,"about_ca_topic_score_gemma":0.00003319501,"domain_scores_codex":[0.9944263,0.0002005429,0.001235015,0.00161272,0.0008838736,0.001641542],"domain_scores_gemma":[0.9971108,0.0001518382,0.0001693731,0.001288458,0.0003029978,0.0009764985],"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":[0.0037927,0.001372716,0.004420328,0.000130711,0.00008054954,0.002950393,0.001066307,0.00003689087,0.97056,0.001090891,0.01327995,0.001218633],"study_design_scores_gemma":[0.0006377795,0.003546982,0.0001459485,0.0007991428,0.0001854795,0.02403735,0.0002169434,0.005147072,0.9210589,0.001068261,0.04133311,0.001823049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8678988,0.0005526234,0.0001968254,0.0006089487,0.0002384072,0.001934727,0.0001138267,0.001348831,0.127107],"genre_scores_gemma":[0.9333544,0.0002359002,0.05910382,0.001588116,0.0007747388,0.0003410974,0.0001014934,0.0002059567,0.004294436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1228126,"threshold_uncertainty_score":0.9994493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521002947066159,"score_gpt":0.2946380553393669,"score_spread":0.2794280258687053,"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."}}