{"id":"W4386012919","doi":"10.1016/j.amj.2023.07.012","title":"Quality Review of Prone Patient Transport Protocol","year":2023,"lang":"en","type":"article","venue":"Air Medical Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Nova Scotia Hospital","funders":"","keywords":"Medicine; Hypoxemia; Prone position; Supine position; Anesthesia; Blood pressure; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001174562,0.0000998708,0.0004474767,0.00005798529,0.00006099981,5.163284e-7,0.00008864538,0.00006359437,0.00159163],"category_scores_gemma":[0.0006496916,0.00006301818,0.0002250895,0.000314989,0.0001039481,0.00003155837,0.00002071299,0.0003879643,0.0000424666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002516088,"about_ca_system_score_gemma":0.0003436279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000125079,"about_ca_topic_score_gemma":0.000005500702,"domain_scores_codex":[0.9973879,0.00008142196,0.0008319236,0.0001170509,0.00135347,0.0002282046],"domain_scores_gemma":[0.9991081,0.0000370314,0.0001548345,0.0001391038,0.0002252548,0.0003356576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002180695,0.0003681952,0.0284943,0.01631775,0.0002175283,0.0006640013,0.0007087402,2.613121e-7,0.0001486253,0.00008942537,0.07476749,0.8780056],"study_design_scores_gemma":[0.001368676,0.0004707575,0.809498,0.01585245,0.00006999344,0.000335601,0.0002370836,0.000002298441,0.0001987653,0.0001049583,0.1717634,0.00009808793],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3271417,0.008800673,0.0004975582,0.1044675,0.002401905,0.105715,0.00003902007,0.0004821921,0.4504544],"genre_scores_gemma":[0.9683125,0.01114501,0.0002931514,0.005902233,0.0007762424,0.0130973,0.00001912667,0.00003114201,0.0004233083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8779075,"threshold_uncertainty_score":0.999321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05299175105028785,"score_gpt":0.4113153515410448,"score_spread":0.3583236004907569,"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."}}