{"id":"W7133106198","doi":"","title":"Automated Hand Function Assessment from Egocentric Video after Spinal Cord Injury","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute","funders":"","keywords":"Spinal cord injury; Rehabilitation; Wearable computer; Function (biology); Quality of life (healthcare); Vision rehabilitation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004186017,0.000581513,0.0004238922,0.001008307,0.0001383892,0.0004957124,0.0003602413,0.0004779026,0.001099413],"category_scores_gemma":[0.001212263,0.00009940778,0.0003304837,0.0004588591,0.0001612808,0.0003275222,0.0003905313,0.0002698401,0.0006819167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003911386,"about_ca_system_score_gemma":0.0004235877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006178075,"about_ca_topic_score_gemma":0.009774064,"domain_scores_codex":[0.9997336,0.00004153899,0.0000143978,0.00009388743,0.00007071272,0.00004582109],"domain_scores_gemma":[0.9996589,0.0000851158,0.00007273109,0.00003073355,0.0001273507,0.00002516846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00106694,0.0002592374,0.05522531,0.0002554908,0.0001800102,0.0002998708,0.0001379674,0.05525367,0.04438691,0.0002998824,0.005993165,0.8366416],"study_design_scores_gemma":[0.00002826059,0.0006116096,0.1592913,0.0001026749,0.0001035981,0.0008028201,0.0002132233,0.8032786,0.03220057,0.00098647,0.002332765,0.0000481501],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8443384,0.002255034,0.1440728,0.0001846844,0.0001123986,0.000170339,0.002517923,0.002071841,0.004276561],"genre_scores_gemma":[0.971037,0.0006360279,0.02286019,0.00005349447,0.00004766717,0.00004812383,0.002329519,0.00004057871,0.002947355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006178075,"threshold_uncertainty_score":0.01228422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752304745225644,"score_gpt":0.3803346425692057,"score_spread":0.3628115951169493,"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."}}