{"id":"W2900644408","doi":"10.1016/j.spinee.2018.11.010","title":"Improving postoperative patient reported benefits and satisfaction following spinal fusion with a single preoperative education session","year":2018,"lang":"en","type":"article","venue":"The Spine Journal","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada East Spine Centre; Dalhousie University; Saint John Regional Hospital; Horizon Health Network","funders":"Medtronic","keywords":"Medicine; Physical therapy; Patient satisfaction; Cohort; Session (web analytics); Patient education; Retrospective cohort study; Spinal fusion; Multidisciplinary approach; Surgery; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009159554,0.0001975098,0.000318807,0.0003532755,0.0003743516,0.000274201,0.0002939403,0.0003125607,0.004794507],"category_scores_gemma":[0.003995178,0.0000725915,0.0003852986,0.0002655337,0.0001265785,0.0002064939,0.0003970104,0.0003940428,0.000272212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005512701,"about_ca_system_score_gemma":0.0008748056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005135144,"about_ca_topic_score_gemma":0.01346584,"domain_scores_codex":[0.9994658,0.0001524801,0.00004327646,0.00004547505,0.0001288416,0.0001642413],"domain_scores_gemma":[0.9980955,0.0004050818,0.0006135436,0.00004745468,0.0001828412,0.0006554973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.002958355,0.008119707,0.8406406,0.0003561997,0.0001814992,0.000180127,0.000933824,0.0005137086,0.001971953,0.00003001681,0.002383273,0.1417308],"study_design_scores_gemma":[0.00009532997,0.004024099,0.9941037,0.00003700106,0.0000508782,0.0001590971,0.0002889415,0.0003481069,0.0003741694,0.0000119268,0.0004957418,0.00001111625],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987698,0.0001076476,0.00009005869,0.00009049467,0.000007921042,0.00004395787,0.0001332589,0.00001241903,0.0007442249],"genre_scores_gemma":[0.999062,0.00008625034,0.0002863003,0.00004864494,0.00001386416,0.00005834143,0.0001758784,0.000001210871,0.000267511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005135144,"threshold_uncertainty_score":0.01603925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513974186928148,"score_gpt":0.270031252908041,"score_spread":0.2548915110387595,"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."}}