{"id":"W4413222981","doi":"10.1007/978-3-031-86312-7_9","title":"Handovers in Trauma","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; History; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003310722,0.0001416548,0.0003537444,0.000178715,0.00001116499,0.000004697233,0.00004044535,0.0001994705,0.006502198],"category_scores_gemma":[0.00002634632,0.00009924899,0.0001365465,0.00001819041,0.00001926606,0.00001172126,0.00002809534,0.0002338921,0.0001588569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006214611,"about_ca_system_score_gemma":0.0001019787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000274768,"about_ca_topic_score_gemma":0.00004318905,"domain_scores_codex":[0.9994383,0.000001337336,0.00017818,0.0001671014,0.0001133026,0.0001017038],"domain_scores_gemma":[0.9996489,0.00003206852,0.00002214424,0.0001864445,0.00001857392,0.00009189094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001564189,0.0000850033,0.003604131,0.0003890387,0.0001754265,0.0008479606,0.00009804383,2.459737e-7,0.00001143776,0.6064261,0.1547311,0.2334751],"study_design_scores_gemma":[0.001129242,0.0001049804,0.002060384,0.0007636605,0.00005969026,0.000006786641,0.00001657096,0.000006244801,0.00005703186,0.003180468,0.9924727,0.0001422104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001654961,0.0003194463,0.00000934147,0.001461209,0.0001399551,0.0002038411,0.000004798428,0.00003598791,0.9976599],"genre_scores_gemma":[0.003429316,0.0001275961,0.000309829,0.001191034,0.00004661446,0.000002067882,0.00001953967,0.00001375856,0.9948602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8377417,"threshold_uncertainty_score":0.994406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01590205104043165,"score_gpt":0.272421535373056,"score_spread":0.2565194843326244,"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."}}