{"id":"W4406509686","doi":"10.1016/j.ysur.2016.03.050","title":"10.1016/j.ysur.2016.03.050","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pneumothorax, Barotrauma, Emphysema","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Pneumomediastinum; Blunt; Computed tomographic; Blunt trauma; Radiology; Medical emergency; Computed tomography; Pneumothorax","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":["insufficient_payload"],"category_scores_codex":[0.0002114006,0.0002602336,0.0004216642,0.0001353707,0.00007647079,0.00002981807,0.0002178263,0.0001323097,0.9963297],"category_scores_gemma":[0.00009295718,0.0002397163,0.0001346524,0.0003476818,0.00006346223,0.0001094013,0.00004628743,0.0002249183,0.9978776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009166182,"about_ca_system_score_gemma":0.0001005014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005480818,"about_ca_topic_score_gemma":3.733632e-7,"domain_scores_codex":[0.9983242,0.00005289298,0.0003131649,0.0004148158,0.0003873047,0.0005076877],"domain_scores_gemma":[0.9986725,0.00006699157,0.00004274865,0.0006957724,0.0000826998,0.0004392897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002899988,0.0001822979,0.000001894913,0.00003052127,0.00005403714,0.00006854752,0.00004089833,0.00001221267,0.002093,0.000001001758,0.4606799,0.5365456],"study_design_scores_gemma":[0.0007817346,0.0004834344,0.0008601049,0.0001166269,0.00007686221,0.00009800741,0.000001770665,0.0001043823,0.001138501,0.00001009239,0.9960657,0.0002628353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01158628,0.0001048238,7.824117e-7,0.001509184,0.000003473077,0.0005117363,0.00002049863,0.0003271651,0.985936],"genre_scores_gemma":[0.001465739,9.779172e-7,0.0002865689,0.00030971,0.0004312972,0.00003671118,0.0000359493,0.0000750506,0.997358],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5362828,"threshold_uncertainty_score":0.9775347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00980688325444868,"score_gpt":0.2132725110744944,"score_spread":0.2034656278200458,"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."}}