{"id":"W3216229654","doi":"10.1017/brimp.2021.28","title":"Thinking Otherwise: Bringing Young People into Pediatric Concussion Clinical and Research Practice","year":2021,"lang":"en","type":"article","venue":"Brain Impairment","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; Public Health Ontario; University of Toronto; Western University","funders":"","keywords":"Concussion; Perspective (graphical); Psychology; Best practice; Medicine; Developmental psychology; Injury prevention; Poison control; Political science; Medical emergency; Computer science; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01210047,0.0001889501,0.000436347,0.0002946023,0.0004372385,0.000223173,0.0002034607,0.0001905211,0.0003906619],"category_scores_gemma":[0.01228052,0.0001636169,0.0001180139,0.0009486405,0.0002044047,0.0002383877,0.0006337836,0.001197397,0.0001293031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240243,"about_ca_system_score_gemma":0.0008800576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001888965,"about_ca_topic_score_gemma":0.00006920189,"domain_scores_codex":[0.9946404,0.001433029,0.0006861233,0.0006921347,0.001821547,0.0007267366],"domain_scores_gemma":[0.9934295,0.004690805,0.0001153039,0.0006715068,0.0005721274,0.0005207651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009345447,0.001721281,0.8581063,0.001251409,0.0002446471,0.001130593,0.01850493,0.000002643847,0.001552698,0.002742065,0.07897703,0.03483188],"study_design_scores_gemma":[0.006289441,0.001746982,0.9477013,0.0005266384,0.0001529531,0.001938638,0.01100263,0.001175178,0.000528802,0.00191208,0.02663874,0.000386595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9107996,0.00145053,0.0005212362,0.07521955,0.0003643693,0.001018227,0.000002640556,0.0001427196,0.01048114],"genre_scores_gemma":[0.9774605,0.0005853419,0.01561727,0.00181005,0.0009431111,0.00006377463,0.00001409281,0.00006493182,0.003440924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08959503,"threshold_uncertainty_score":0.9960395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09498743925400342,"score_gpt":0.4605686830242249,"score_spread":0.3655812437702214,"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."}}