{"id":"W2333392344","doi":"10.1055/s-0034-1376611","title":"New Insight into Human Disc Degeneration by Gene Expression Profiling","year":2014,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Intervertebral disc; Medicine; Extracellular matrix; Gene expression; Collagenase; Gene expression profiling; Gene; Microarray; Microarray analysis techniques; Pathology; Degenerative disc disease; Cell biology; Bioinformatics; Molecular biology; Biology; Lumbar; Anatomy; Genetics; Biochemistry","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":[0.0001669663,0.0001634726,0.0002647861,0.00005073141,0.0001912903,0.00005521103,0.000117387,0.0001162422,0.0004429104],"category_scores_gemma":[0.00009519352,0.0001178457,0.0001259585,0.0001214404,0.00002566642,0.000196646,0.00005926791,0.0002472519,0.00007228229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001387786,"about_ca_system_score_gemma":0.00007271548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004890203,"about_ca_topic_score_gemma":0.00001697098,"domain_scores_codex":[0.9988265,0.00006511285,0.000393029,0.0002088625,0.0002546348,0.0002518483],"domain_scores_gemma":[0.999258,5.135362e-7,0.0001473947,0.0001754578,0.00009403607,0.0003246404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009429117,0.00006755231,0.004003842,0.00001254671,0.0000156637,0.00002109967,0.00004307686,0.000005817513,0.9229878,0.0006695117,0.05900139,0.01316223],"study_design_scores_gemma":[0.004365989,0.002357553,0.1141761,0.0002951365,0.0001282173,0.001830664,0.00004189356,0.0004573387,0.8549145,0.002186703,0.01888597,0.000359848],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7817748,0.001078589,0.2071991,0.001691539,0.0005125017,0.0001410569,0.00000303427,0.00004661224,0.007552716],"genre_scores_gemma":[0.9274703,0.00005065228,0.06734782,0.001393561,0.002280344,0.00000404811,0.0001139496,0.00001801021,0.001321353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1456955,"threshold_uncertainty_score":0.4849558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426660286350519,"score_gpt":0.3065647814017938,"score_spread":0.2922981785382887,"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."}}