{"id":"W7117117433","doi":"10.4103/jets.jets_50_25","title":"Consensus Recommendations of the Academic College of Emergency Experts in India on the Evaluation and Management of Polytrauma in Children Presenting to the Emergency Department in India","year":2025,"lang":"en","type":"article","venue":"Journal of Emergencies Trauma and Shock","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Guideline; Polytrauma; Emergency department; Emergency management; Health care; Systematic review; MEDLINE; Developing country","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":[],"consensus_categories":[],"category_scores_codex":[0.001428657,0.0001767749,0.0004374504,0.0004301876,0.00009924646,0.000001637104,0.0002307806,0.00007872247,0.00009052792],"category_scores_gemma":[0.0002389241,0.0001009064,0.0001406134,0.001126078,0.0000795479,0.00004840422,0.0001207169,0.000309806,1.680237e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006851252,"about_ca_system_score_gemma":0.00007451919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176064,"about_ca_topic_score_gemma":0.0005074588,"domain_scores_codex":[0.9972588,0.0002764868,0.001546843,0.0001811446,0.0005073057,0.0002294484],"domain_scores_gemma":[0.9989522,0.0001047769,0.0004588772,0.0002386763,0.0001999993,0.00004548513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002212551,0.0003062272,0.9716727,0.000162093,0.0003741922,0.000003128671,0.007511101,0.0001578513,0.0007161089,0.00190456,0.007991713,0.008979095],"study_design_scores_gemma":[0.001016301,0.0001613571,0.982161,0.0005656804,0.0001687248,0.000006923433,0.01382755,0.00006746017,0.001121478,0.0004518843,0.0003728412,0.00007878592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854751,0.005448633,0.000002221366,0.005035463,0.000657467,0.001273181,0.00003863401,0.000001727133,0.002067544],"genre_scores_gemma":[0.9901028,0.009594445,0.00004498388,0.00005099389,0.00003425564,0.0000509934,0.000001952377,0.000008278024,0.0001113194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01048834,"threshold_uncertainty_score":0.4114843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04617116930779908,"score_gpt":0.3545215566323501,"score_spread":0.3083503873245511,"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."}}