{"id":"W4281662838","doi":"10.1002/pmrj.12862","title":"Surgery to restore upper extremity function in tetraplegia—Preferences for early and frequent access to information","year":2022,"lang":"en","type":"article","venue":"PM&R","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Rehabilitation; Spinal cord injury; Tetraplegia; Physical therapy; Health care; Reconstructive surgery; Surgery; Spinal cord","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":[0.0005280797,0.00005988475,0.00012156,0.0002745137,0.00008732435,0.00002933242,0.00004071911,0.00002826744,0.00008548982],"category_scores_gemma":[0.000344913,0.00005269286,0.00003422235,0.0002700822,0.00001021124,0.0003836154,0.00004231666,0.00008849196,0.000005941723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009074173,"about_ca_system_score_gemma":0.00004762908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002054007,"about_ca_topic_score_gemma":0.00006968749,"domain_scores_codex":[0.9993484,0.00004781429,0.0002066402,0.0001209038,0.0001624111,0.0001138515],"domain_scores_gemma":[0.9995021,0.0002240839,0.00003753963,0.0001000657,0.00006211156,0.00007412475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001411873,0.00006869861,0.913922,0.0001480524,0.00000967753,7.912761e-7,0.002356596,0.00006291706,0.001079856,0.0002163109,0.008200835,0.07252246],"study_design_scores_gemma":[0.0002547137,0.0004053512,0.9786111,0.00003383124,0.00001056766,0.00000194159,0.000451129,0.0000289213,0.0002139477,0.0004352998,0.01948673,0.00006646629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995487,0.00003549472,0.0005401016,0.002526109,0.0003941443,0.0007079809,0.00002336168,0.00002386019,0.0002619975],"genre_scores_gemma":[0.9981116,0.000002996349,0.0002742473,0.001013691,0.00006097987,0.0003652481,0.00005307409,0.000004440289,0.0001137196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07245599,"threshold_uncertainty_score":0.2148753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04580616507537344,"score_gpt":0.3095013410500901,"score_spread":0.2636951759747166,"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."}}