{"id":"W4283392553","doi":"10.1017/cjn.2022.254","title":"P.173 Evaluating instability in Degenerative Lumbar Spondylolisthesis: objective variables versus surgeon impressions","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Systems, Applications & Products in Data Processing (Canada); Toronto Public Health; Vancouver Biotech (Canada)","funders":"","keywords":"Medicine; Spondylolisthesis; Lumbar; Low back pain; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003415475,0.0003085401,0.0002620079,0.002117115,0.0002488737,0.0007839361,0.0004168589,0.0002572207,0.01969414],"category_scores_gemma":[0.01468476,0.0001059322,0.0005316579,0.002526339,0.0008732816,0.0006343225,0.0005512381,0.0003505189,0.002773383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004421803,"about_ca_system_score_gemma":0.0006867112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078525,"about_ca_topic_score_gemma":0.001401752,"domain_scores_codex":[0.9971403,0.001059199,0.0003784351,0.0001316024,0.001225065,0.00006537989],"domain_scores_gemma":[0.9887185,0.00586977,0.002844634,0.0002491238,0.002077501,0.0002405271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001867201,0.0002364173,0.8489356,0.001962123,0.0004308689,0.0003721641,0.0004742958,0.0003570588,0.0009626062,0.001064421,0.01967768,0.1236594],"study_design_scores_gemma":[0.0005272698,0.003741599,0.9479799,0.002237319,0.0004472461,0.005912052,0.002427545,0.002035009,0.00177509,0.00452913,0.02833908,0.00004870901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8523272,0.02898336,0.01412988,0.004157517,0.002255532,0.001858451,0.01255159,0.0001546603,0.08358173],"genre_scores_gemma":[0.9793206,0.00360426,0.008466305,0.0007185353,0.0006120175,0.0009148254,0.001461718,0.00004199863,0.004859657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01969414,"threshold_uncertainty_score":0.06588352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08400702011033954,"score_gpt":0.3399270264521604,"score_spread":0.2559200063418208,"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."}}