{"id":"W2323316221","doi":"10.1097/brs.0000000000001575","title":"Predictors of Discharge Destination After Lumbar Spine Fusion Surgery","year":2016,"lang":"en","type":"article","venue":"Spine","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Lumbar; Logistic regression; Surgery; Retrospective cohort study; Cohort; Spinal fusion; Prospective cohort study; Physical therapy; Internal medicine","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":[0.0003354629,0.0001596924,0.0003894458,0.0002243223,0.00002067249,0.000003942473,0.0000487211,0.00009584152,0.0006716065],"category_scores_gemma":[0.000538712,0.0001022089,0.0001692768,0.0002457756,0.00008298917,0.0001971332,0.0000514653,0.00007747306,0.00006890547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006265358,"about_ca_system_score_gemma":0.00008168798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004807271,"about_ca_topic_score_gemma":0.000005972504,"domain_scores_codex":[0.9986783,0.00003695306,0.0004427037,0.0002645498,0.0003200686,0.0002574046],"domain_scores_gemma":[0.9991525,0.00005278613,0.0001572881,0.0003605408,0.0001452751,0.0001315972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001924216,0.0002121019,0.4904552,0.000262717,0.00005662836,0.000048833,0.00003500682,3.422413e-7,0.4766721,0.00002659498,0.002549326,0.0294887],"study_design_scores_gemma":[0.0005054722,0.0001688086,0.8808011,0.001028133,0.00004749319,0.00002360993,0.000002257056,0.000008044198,0.1140499,0.00003316126,0.003203116,0.0001288903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928219,0.0004403059,0.0039569,0.001000924,0.00086828,0.0002398751,0.00001758262,0.00008835144,0.0005658608],"genre_scores_gemma":[0.9941078,0.0003790858,0.0007118812,0.0001351463,0.0004045035,0.00004295794,0.0000280462,0.00003302018,0.004157587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3903459,"threshold_uncertainty_score":0.7353619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106770523369023,"score_gpt":0.2409363311686919,"score_spread":0.2302592788317896,"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."}}