{"id":"W2396039754","doi":"10.12688/f1000research.7586.1","title":"Recent advances in managing a spinal cord injury secondary to trauma","year":2016,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":173,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Congress of Neurological Surgeons","keywords":"Medicine; Neuroprotection; Spinal cord injury; Intensive care medicine; Riluzole; Spinal cord; Bioinformatics; Neuroscience; Physical medicine and rehabilitation; Pharmacology; Pathology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001989,0.0007475495,0.0006017338,0.001638213,0.000498135,0.001781242,0.0008374542,0.001543,0.005081915],"category_scores_gemma":[0.005002308,0.0001987544,0.0007388607,0.001409108,0.0009479586,0.00224895,0.001136023,0.002464091,0.001639544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009929381,"about_ca_system_score_gemma":0.001753564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001264512,"about_ca_topic_score_gemma":0.003056759,"domain_scores_codex":[0.9993153,0.0002023327,0.0001370874,0.00009239704,0.0001950626,0.0000578709],"domain_scores_gemma":[0.9975765,0.001262389,0.0002712831,0.0001022683,0.0005574689,0.0002300221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001204442,0.0001251423,0.0005236931,0.007907392,0.00008639812,0.0005855031,0.0002354173,0.0005561987,0.001014543,0.005856271,0.02879327,0.9541957],"study_design_scores_gemma":[0.00004422145,0.0004504754,0.002781941,0.009558809,0.0002400367,0.005254801,0.0005309673,0.0004105461,0.001063745,0.01105027,0.9685697,0.00004437933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001074206,0.9756317,0.001618915,0.01138351,0.002220547,0.00001797606,0.00002907057,0.00003897696,0.007985078],"genre_scores_gemma":[0.005452139,0.9829639,0.003530189,0.002377504,0.003728593,0.00002012122,0.00007047222,0.00001140588,0.001845607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005081915,"threshold_uncertainty_score":0.01700073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09870913905070908,"score_gpt":0.4781544917850579,"score_spread":0.3794453527343488,"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."}}