{"id":"W2589716687","doi":"10.1093/neuros/nyw078","title":"Intervertebral Disk Degeneration and Repair","year":2017,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":483,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases","keywords":"Degeneration (medical); Medicine; Modalities; Bioinformatics; Low back pain; Degenerative disc disease; Clinical trial; Disease; Degenerative Disorder; Intervertebral disc; Pathology; Neuroscience; Surgery; Biology","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":[0.0001819423,0.0003500756,0.00173938,0.0002192327,0.00009994092,0.00005590475,0.0001063418,0.0003094025,0.0001174521],"category_scores_gemma":[0.0005081551,0.0002597013,0.0009888151,0.00006081006,0.0001143238,0.0001285298,0.000144437,0.0004049535,0.0001337418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002890021,"about_ca_system_score_gemma":0.0001287662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000931408,"about_ca_topic_score_gemma":0.000004038519,"domain_scores_codex":[0.9983609,0.0001328491,0.0005940552,0.0005357337,0.0001284239,0.0002480622],"domain_scores_gemma":[0.998754,0.00002281064,0.0003161495,0.0007256539,0.00003731761,0.0001441211],"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":[0.000004289891,0.00006354434,0.0002542908,0.01010021,0.00008253281,0.0006046648,0.00000708461,7.604735e-9,0.000007161776,0.00009135413,0.03833494,0.9504499],"study_design_scores_gemma":[0.0001541756,0.0002093359,0.00166228,0.006665112,0.0007457528,0.001385761,9.865245e-7,0.00002543166,0.000004065211,0.000006333275,0.9889203,0.0002204909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004062621,0.995789,0.00001309588,0.00008005645,0.001140222,0.0003815861,0.00002634442,0.0001399967,0.002023455],"genre_scores_gemma":[0.0001039013,0.9937472,0.00008800514,0.0004970155,0.0005105463,0.00006592875,0.000172856,0.00006507805,0.004749517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9505853,"threshold_uncertainty_score":0.9999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2188629898404507,"score_gpt":0.4258437297794462,"score_spread":0.2069807399389955,"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."}}