{"id":"W2951762152","doi":"10.3171/2019.3.spine18993","title":"Decision tree analysis to better control treatment effects in spinal cord injury clinical research","year":2019,"lang":"en","type":"article","venue":"Journal of Neurosurgery Spine","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Collaboration On Repair Discoveries; Vancouver Spine Surgery Institute; University of British Columbia; Praxis Spinal Cord Institute","funders":"","keywords":"Medicine; Spinal cord injury; Homogeneous; Physical therapy; Spinal column; Cohort; Cohort study; Spinal cord; Physical medicine and rehabilitation; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1030492,0.002122271,0.004893087,0.00376575,0.0008798321,0.00285596,0.001969022,0.00200276,0.004681507],"category_scores_gemma":[0.1857085,0.001100615,0.00427662,0.002454354,0.001123962,0.002544059,0.002384281,0.004943555,0.0004466293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002595116,"about_ca_system_score_gemma":0.004975629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00427401,"about_ca_topic_score_gemma":0.00402758,"domain_scores_codex":[0.9000627,0.09097912,0.002559947,0.003200476,0.002558424,0.000639227],"domain_scores_gemma":[0.6866146,0.2941336,0.008333207,0.003826483,0.00569357,0.001398547],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00474927,0.001084525,0.03435166,0.00271724,0.007197082,0.0002870474,0.0007581502,0.6506035,0.0009127541,0.02630127,0.007410225,0.2636273],"study_design_scores_gemma":[0.000511924,0.0009515302,0.001987942,0.0004502798,0.0007048987,0.00004520333,0.00006873419,0.9563727,0.0004948258,0.03562204,0.002746201,0.0000437054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04406262,0.00479437,0.942688,0.002246688,0.0005066987,0.002227531,0.001017751,0.0009069372,0.001549344],"genre_scores_gemma":[0.4782178,0.001577876,0.5118788,0.001608213,0.000415207,0.003926498,0.001405733,0.000196346,0.0007735845],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8969508,"threshold_uncertainty_score":0.5449826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082697167222691,"score_gpt":0.498891390300209,"score_spread":0.3906216735779398,"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."}}