{"id":"W3081833935","doi":"10.1302/0301-620x.102b9.bjj-2019-1315.r2","title":"Unravelling the knee-hip-spine trilemma from the CHECK study","year":2020,"lang":"en","type":"article","venue":"The Bone & Joint Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Trilemma; SPINE (molecular biology); Physical medicine and rehabilitation; Medicine; Business; Bioinformatics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001410226,0.0002110043,0.0004321109,0.00002892449,0.0005997971,0.00009158299,0.0003619289,0.00005511538,0.001247696],"category_scores_gemma":[0.0006026952,0.00008073956,0.000325249,0.0002017592,0.0001452387,0.00006747608,0.0001585159,0.001766332,0.000305965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003670513,"about_ca_system_score_gemma":0.00009594321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001129493,"about_ca_topic_score_gemma":0.00001935588,"domain_scores_codex":[0.9979104,0.000528959,0.000618087,0.0002100716,0.0004127904,0.0003196674],"domain_scores_gemma":[0.9989595,0.00005250135,0.0002594834,0.0004604334,0.0001026403,0.0001654813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001705326,0.002461988,0.01426459,0.00006735761,0.00369966,0.004446657,0.137515,0.0002151964,0.2789539,0.001733944,0.4934907,0.06144572],"study_design_scores_gemma":[0.01140144,0.008621464,0.8781955,0.0003462311,0.001822187,0.004321892,0.05288181,0.003908819,0.005732634,0.002212479,0.03005452,0.0005009738],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8589324,0.001777718,0.00137728,0.1353694,0.0004234324,0.0005614781,0.000006320288,0.00003810574,0.001513837],"genre_scores_gemma":[0.9781599,0.0001272268,0.0001641186,0.01785964,0.002953511,0.00001185082,0.000004639754,0.00003060688,0.000688472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8639309,"threshold_uncertainty_score":0.9996653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08739775345828434,"score_gpt":0.2952758302527436,"score_spread":0.2078780767944592,"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."}}