{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0315112,0.0007375867,0.001629839,0.00237,0.000795568,0.004172651,0.001148786,0.001328198,0.001915865],"category_scores_gemma":[0.1876873,0.0003618923,0.001085039,0.00268266,0.0007684376,0.004123314,0.002250323,0.001597407,0.0002449651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002440641,"about_ca_system_score_gemma":0.003288969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003365149,"about_ca_topic_score_gemma":0.004123904,"domain_scores_codex":[0.9617676,0.02548389,0.004683928,0.001045573,0.005726552,0.001292449],"domain_scores_gemma":[0.8254812,0.1407084,0.01531638,0.002188687,0.01112924,0.005176077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008382021,0.003175726,0.7450402,0.0005413226,0.001148553,0.0001328004,0.002689918,0.01492431,0.0003226814,0.001636471,0.003763982,0.2182419],"study_design_scores_gemma":[0.0005518411,0.00977627,0.8696826,0.001134155,0.001062345,0.0002747803,0.007207164,0.09920719,0.001950526,0.005655015,0.003136299,0.0003619625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905844,0.001120965,0.002505337,0.002065625,0.0002428961,0.0001193295,0.000349621,0.00007296813,0.002938784],"genre_scores_gemma":[0.9980105,0.000121832,0.001436457,0.00009184558,0.00002432447,0.00005543386,0.0001751031,0.000008694102,0.0000758974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0315112,"threshold_uncertainty_score":0.1666492,"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."}}