{"id":"W4212941330","doi":"10.1177/15459683221078302","title":"Inclusive Trial Designs in Acute Spinal Cord Injuries: Prediction–Based Stratification of Clinical Walking Outcome and Projected Enrolment Frequencies","year":2022,"lang":"en","type":"article","venue":"Neurorehabilitation and neural repair","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; International Collaboration On Repair Discoveries; Vancouver Coastal Health","funders":"International Foundation for Research in Paraplegia","keywords":"Clinical trial; Physical medicine and rehabilitation; Medicine; Rehabilitation; Physical therapy; Confounding; Homogeneous; Randomized controlled trial; Clinical study design; Observational study; Spinal cord injury; Spinal cord; Surgery; Internal medicine","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.23423,0.001850046,0.003998572,0.00227656,0.0008569167,0.00218785,0.002669195,0.00314669,0.003685346],"category_scores_gemma":[0.3760336,0.001218082,0.004834801,0.001455436,0.002495846,0.0039019,0.00466631,0.003416255,0.0005063878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008491324,"about_ca_system_score_gemma":0.001663145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004361051,"about_ca_topic_score_gemma":0.0005253172,"domain_scores_codex":[0.7108188,0.2633724,0.009605766,0.01020034,0.004713357,0.001289396],"domain_scores_gemma":[0.5888724,0.3454312,0.02737658,0.0305616,0.00564841,0.002109753],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.1154522,0.00219328,0.2766517,0.008932057,0.03886116,0.001319848,0.00365253,0.1305321,0.003559601,0.05506645,0.004977533,0.3588015],"study_design_scores_gemma":[0.0137615,0.0252455,0.1016783,0.002131608,0.01867628,0.001729664,0.0005719237,0.6847699,0.005213803,0.1381783,0.007605188,0.0004379817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3211033,0.004759599,0.6541698,0.001356977,0.0004490003,0.01378686,0.001512897,0.0007001527,0.002161473],"genre_scores_gemma":[0.8679419,0.0005980936,0.1189578,0.0006206317,0.0001105257,0.009990592,0.001283693,0.00007888671,0.0004179103],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.76577,"threshold_uncertainty_score":0.9443307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1415522434370397,"score_gpt":0.4727544712130657,"score_spread":0.331202227776026,"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."}}