{"id":"W3034529909","doi":"10.7759/cureus.8561","title":"Stepwise Retrieval of a Broken Pituitary Disc Rongeur","year":2020,"lang":"en","type":"article","venue":"Cureus","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Medicine; Foreign body; Surgery; Foreign Bodies; Complication","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":[0.00009762028,0.0001014761,0.0003277576,0.00001581926,0.00002194793,0.000005198583,0.00008524799,0.00008412501,0.0005868186],"category_scores_gemma":[0.0002436778,0.00007011725,0.0001373459,0.0001882446,0.0000671871,0.00004513417,0.00005441293,0.0001640555,0.0000593826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001912141,"about_ca_system_score_gemma":0.00005985127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001756244,"about_ca_topic_score_gemma":0.000001258093,"domain_scores_codex":[0.9990954,0.00002822532,0.0002624814,0.0001866315,0.0002522442,0.0001750586],"domain_scores_gemma":[0.9993373,0.00004696163,0.00005063393,0.0002038465,0.00006648235,0.0002947614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01053155,0.003805679,0.1520326,0.003865568,0.002396496,0.004292325,0.01593626,0.00006507096,0.4300953,0.008254704,0.2291871,0.1395373],"study_design_scores_gemma":[0.01000914,0.004492433,0.04729955,0.0004548242,0.000691078,0.0001419777,0.002232592,0.003945029,0.05843828,0.000436112,0.8710057,0.0008533407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519404,0.005717038,0.0002101883,0.01495096,0.0001855145,0.0003972458,0.00004590318,0.00009167554,0.02646111],"genre_scores_gemma":[0.9974489,0.0002462514,0.0001958138,0.0009900659,0.0002886766,0.000001341364,0.00002450403,0.00001755929,0.0007869225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6418185,"threshold_uncertainty_score":0.6425251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04752265262551781,"score_gpt":0.2823238158404849,"score_spread":0.2348011632149671,"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."}}