{"id":"W4391990391","doi":"10.1055/s-0044-1780161","title":"Multicenter Study of Sellar Reconstruction after Endoscopic Transsphenoidal Resection of Pituitary Tumors","year":2024,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Resection; Medicine; Pituitary tumors; Radiology; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003723816,0.00015896,0.0006038605,0.0002574688,0.00002794602,0.000008612157,0.00004566818,0.00007862774,0.0003641825],"category_scores_gemma":[0.0001184934,0.000102447,0.0003397093,0.0002227211,0.00006814247,0.0001536265,0.00001411286,0.0003094662,0.000004112332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001618267,"about_ca_system_score_gemma":0.00006762882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001877526,"about_ca_topic_score_gemma":0.00000878398,"domain_scores_codex":[0.998149,0.0002264913,0.0008787363,0.0002060021,0.0003557066,0.0001840986],"domain_scores_gemma":[0.9990099,0.0003686231,0.0002188987,0.0001412313,0.0001167494,0.0001445849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008653519,0.003374339,0.9728206,0.0002446232,0.0003573199,0.00521802,0.0001811602,0.00007231056,0.001358658,0.000001253195,0.0004591403,0.007259089],"study_design_scores_gemma":[0.004849196,0.01706092,0.9707991,0.0006889657,0.0009540864,0.001144212,0.0003082643,0.000442995,0.002580868,0.0001439639,0.000857882,0.0001695103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967961,0.001657728,0.00002113531,0.0003448668,0.0008446719,0.0002480844,0.00001495107,0.00001514618,0.00005730764],"genre_scores_gemma":[0.9992756,0.0003258334,0.00006257254,0.0001314917,0.0001612143,0.000007432562,0.000003213215,0.00001259046,0.00002004829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368658,"threshold_uncertainty_score":0.4177668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558694999943547,"score_gpt":0.2602348539437263,"score_spread":0.2346479039442908,"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."}}