{"id":"W2038689147","doi":"10.1038/sc.2012.91","title":"Impact of benchmarking and clinical decision making tools on rehabilitation length of stay following spinal cord injury","year":2012,"lang":"en","type":"article","venue":"Spinal Cord","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto","funders":"University at Buffalo; Toronto Rehabilitation Institute","keywords":"Medicine; Spinal cord injury; Benchmarking; Rehabilitation; Physical medicine and rehabilitation; Clinical decision making; Physical therapy; Spinal cord; Intensive care medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002655736,0.0002535732,0.0007476112,0.000426754,0.0000886069,0.00002337716,0.000169211,0.0001794797,0.0001108783],"category_scores_gemma":[0.003944101,0.0002084186,0.0005208179,0.000497519,0.0002212176,0.0003750358,0.0001645525,0.0005824863,0.00001270448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002393588,"about_ca_system_score_gemma":0.0002104288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006836541,"about_ca_topic_score_gemma":0.000004838704,"domain_scores_codex":[0.9968493,0.0002201538,0.001041948,0.0004023782,0.0009519638,0.0005342462],"domain_scores_gemma":[0.9976869,0.000840867,0.0003701609,0.000524238,0.0003004566,0.0002774037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.09598137,0.0002634491,0.408566,0.0001096295,0.00009446623,0.00000753279,0.00001254276,2.523278e-7,0.00286425,0.0001326146,0.00009469085,0.4918732],"study_design_scores_gemma":[0.0009612069,0.1932926,0.8029866,0.001725298,0.0001229037,0.00002017616,0.0001016849,0.00006130949,0.0002708818,0.0001705692,0.0001392771,0.0001474774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971672,0.0004567324,0.0005704912,0.00005684133,0.0004501507,0.0006399564,0.00001409979,0.00002568028,0.0006187949],"genre_scores_gemma":[0.9856104,0.00005866294,0.01385194,0.00004500481,0.0003661244,0.00001054753,0.000007546512,0.00003502558,0.00001477617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4917257,"threshold_uncertainty_score":0.8499065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.141323260587315,"score_gpt":0.5287078479579992,"score_spread":0.3873845873706843,"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."}}