{"id":"W4406522390","doi":"10.1016/j.yccm.2012.07.046","title":"10.1016/j.yccm.2012.07.046","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Thoracostomy; Medicine; Thoracic trauma; Surgery; Tube (container); Chest tube; General surgery; Blunt; Pneumothorax; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006230806,0.001034193,0.0004489479,0.001938076,0.001236836,0.00223173,0.0009603734,0.00371626,0.8813434],"category_scores_gemma":[0.002018113,0.00042751,0.0005226807,0.0009024474,0.0009492591,0.002601683,0.00127616,0.001709648,0.7650703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009841678,"about_ca_system_score_gemma":0.001570068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004573404,"about_ca_topic_score_gemma":0.004504429,"domain_scores_codex":[0.9996691,0.00003280332,0.0000309623,0.00007515826,0.00008332051,0.0001086541],"domain_scores_gemma":[0.9988558,0.0002176464,0.0001541217,0.00005099564,0.0002401923,0.0004812928],"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":[0.000276002,0.0004284676,0.01907282,0.0004947629,0.00004379452,0.001228531,0.0001610706,0.0001754695,0.0005392541,0.00440623,0.3696069,0.6035667],"study_design_scores_gemma":[0.00009956799,0.0001882623,0.0224518,0.002411825,0.00007281355,0.01594779,0.001012335,0.0003817152,0.0005010063,0.007013261,0.9498636,0.0000561568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00946377,0.01644235,0.001557175,0.01728148,0.002674058,0.0001157536,0.002993338,0.001222567,0.9482495],"genre_scores_gemma":[0.04333635,0.0127795,0.002839823,0.006331729,0.001753366,0.0001352595,0.003168039,0.0003633935,0.9292926],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1186566,"threshold_uncertainty_score":0.1692492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001269359249795,"score_gpt":0.1985834438618685,"score_spread":0.1885707502693705,"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."}}