{"id":"W4406503558","doi":"10.1016/j.yort.2016.05.107","title":"10.1016/j.yort.2016.05.107","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Lumbar; Surgery","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":[0.000156129,0.0004104729,0.001311556,0.0002659358,0.00003686141,0.00005581282,0.0003957094,0.0002108848,0.9916237],"category_scores_gemma":[0.00004440159,0.0003406608,0.0004690989,0.0004668811,0.00002649174,0.00004000344,0.00004107734,0.0004245861,0.9961847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006840844,"about_ca_system_score_gemma":0.00005796542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007362476,"about_ca_topic_score_gemma":1.909124e-8,"domain_scores_codex":[0.9985473,0.00004751023,0.0004643844,0.000300687,0.0002518717,0.0003883158],"domain_scores_gemma":[0.9990305,0.00008355863,0.00004221337,0.0004976949,0.00001757308,0.0003285113],"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":[1.355696e-7,0.000005156048,1.171901e-10,0.001089094,0.0001044149,0.00001045906,9.702138e-7,0.00002784722,1.227325e-8,3.098785e-8,0.3852123,0.6135496],"study_design_scores_gemma":[0.00003764381,0.000008513456,3.575251e-9,0.003808597,0.0006861305,0.00001549253,7.707364e-8,0.0004771664,1.118528e-7,6.388199e-7,0.9945806,0.000385003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[1.774974e-9,0.505846,0.000005125856,0.000007444586,0.000003056356,0.00008184531,0.00002083834,0.0002555299,0.4937802],"genre_scores_gemma":[1.103561e-9,0.3403626,0.00005188382,0.000005867684,0.0002781739,0.00002942686,0.0001004336,0.00007248953,0.6590992],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6131646,"threshold_uncertainty_score":0.9999045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234524150369375,"score_gpt":0.2150005540312399,"score_spread":0.2026553125275462,"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."}}