{"id":"W4406639594","doi":"10.1016/b978-1-4557-1143-7.00053-x","title":"10.1016/b978-1-4557-1143-7.00053-x","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ophthalmology; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005206175,0.0003684362,0.000535785,0.0001678483,0.00009225393,0.00003143972,0.0002349175,0.0002656616,0.9974461],"category_scores_gemma":[0.00002333319,0.0003426641,0.0002682794,0.00006015144,0.00007172559,0.00002711013,0.00008659078,0.0004811212,0.9963461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000585068,"about_ca_system_score_gemma":0.0001042177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003340757,"about_ca_topic_score_gemma":7.248056e-8,"domain_scores_codex":[0.9984257,0.000008458641,0.0003731755,0.0005446904,0.000349294,0.0002986985],"domain_scores_gemma":[0.9985945,0.00006354717,0.00008822092,0.0007413229,0.0001045455,0.0004078563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002154508,0.00007177771,6.818945e-9,0.00005059946,0.00007401979,0.00006871205,0.000003126253,0.00000335131,0.00003417485,0.0005516424,0.2040401,0.794887],"study_design_scores_gemma":[0.0003470644,0.0003292032,0.000004064282,0.0002098534,0.0001818126,0.0001860518,7.003408e-8,0.00001294198,0.00001149758,0.0006475951,0.9977369,0.0003329892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.421821e-7,0.0003503727,8.265653e-7,0.001593897,0.000002843079,0.0005833944,0.00007861038,0.0002283206,0.9971611],"genre_scores_gemma":[0.000004539601,0.000003214102,0.00005060182,0.0004236411,0.0004918725,0.00004115506,0.0001466861,0.0001212301,0.9987171],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7945541,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401390102718766,"score_gpt":0.205344806216461,"score_spread":0.1913309051892733,"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."}}