{"id":"W4404297155","doi":"10.29173/cjen405","title":"Book review: Advanced Trauma Life Support for Doctors: ATLS® Student Course Manual, 8th Edition","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Course (navigation); Advanced trauma life support; Medical education; Medicine; Psychology; Medical emergency; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003498947,0.0001366265,0.0003591075,0.0001724911,0.0001678885,0.000009738628,0.0001269166,0.00006617743,0.02248539],"category_scores_gemma":[0.001344114,0.0001172858,0.0002251211,0.0001725888,0.00003963873,0.0001709635,9.351583e-7,0.0002584757,0.0000115479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383101,"about_ca_system_score_gemma":0.004073536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001518042,"about_ca_topic_score_gemma":0.00003596483,"domain_scores_codex":[0.9984031,0.00003417606,0.000754655,0.0001372481,0.0003178107,0.0003530612],"domain_scores_gemma":[0.9948587,0.00001985648,0.0002896646,0.0001627571,0.000412225,0.00425673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002353529,0.0001777215,0.00009324438,0.00009350911,0.00002621116,0.00003042243,0.0005499735,0.000002037578,0.00008090609,0.00005383883,0.9657459,0.03312268],"study_design_scores_gemma":[0.0008662436,0.0008887075,0.009538226,0.004472584,0.0003308598,0.0001188874,0.0008704138,0.000008820884,0.00007622632,0.0001147967,0.9825812,0.0001330057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01606414,0.494378,0.001399244,0.4568823,0.02089337,0.001714662,0.00005192632,0.00003164748,0.008584734],"genre_scores_gemma":[0.3489997,0.1004642,0.00644488,0.460823,0.02262141,0.00006139224,0.0004806482,0.0001851965,0.05991955],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3939138,"threshold_uncertainty_score":0.9784082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03639525033871892,"score_gpt":0.4210569333278697,"score_spread":0.3846616829891508,"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."}}