{"id":"W4391384662","doi":"10.1136/bjsports-2023-concussion.384","title":"11.26 State of knowledge and current practices regarding concussion prevention and management: a survey among &gt;2000 french-speaking stakeholders","year":2024,"lang":"en","type":"article","venue":"","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concussion; State (computer science); Knowledge management; Business; Computer science; Medicine; Medical emergency; Injury prevention; Poison control","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001184531,0.0002373968,0.0001428746,0.001009146,0.0003534,0.0008097293,0.0002505799,0.0004000068,0.004500939],"category_scores_gemma":[0.00225097,0.0001777329,0.0002172739,0.0008672155,0.0002050427,0.0005316716,0.000277114,0.000204996,0.001272718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259963,"about_ca_system_score_gemma":0.001106968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08872396,"about_ca_topic_score_gemma":0.05819755,"domain_scores_codex":[0.9995204,0.0001283398,0.00006341254,0.00005675683,0.00009419616,0.0001368271],"domain_scores_gemma":[0.9985342,0.0003145134,0.0004927116,0.00004461,0.0003390445,0.0002750069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008174337,0.0001190629,0.9819063,0.0001029203,0.00001412094,0.0001298479,0.001940642,0.00004524828,0.0005116721,0.00004418573,0.001475794,0.01362853],"study_design_scores_gemma":[0.000006663249,0.0001886965,0.9951302,0.00003337664,0.0000074871,0.0001015934,0.002135663,0.0001033311,0.0001002009,0.000006774877,0.002181418,0.000004546529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928744,0.0001606204,0.0001140376,0.0002050676,0.000004427205,0.00009055719,0.003372908,0.00001578994,0.003162162],"genre_scores_gemma":[0.9934903,0.0002257122,0.0003848856,0.0002080861,0.000009260528,0.0002112741,0.002413845,0.000004089688,0.003052624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08872396,"threshold_uncertainty_score":0.176415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1986596033616756,"score_gpt":0.4120658176305372,"score_spread":0.2134062142688617,"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."}}