{"id":"W4380577012","doi":"10.1097/ta.0000000000004076","title":"Thinking like a freak in acute care surgery","year":2023,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presidential address; Phone; Presidential system; Management; Political science; Medicine; Public administration; Law; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004008081,0.000233427,0.0002921801,0.0009424188,0.003890777,0.003615426,0.0004411549,0.002007905,0.0170425],"category_scores_gemma":[0.01845053,0.0001857911,0.0002374704,0.0008011211,0.00381361,0.004993625,0.002128043,0.005953749,0.002050284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002361453,"about_ca_system_score_gemma":0.005661715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004244541,"about_ca_topic_score_gemma":0.01107472,"domain_scores_codex":[0.9963344,0.002230497,0.0001584763,0.0001825282,0.0006676118,0.0004264684],"domain_scores_gemma":[0.9916698,0.003423703,0.0007776896,0.0001683215,0.00112119,0.002839343],"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":[0.00008862948,0.0003081435,0.01892415,0.001132921,0.00004036091,0.001230588,0.0204718,0.00008796636,0.0001588439,0.04812034,0.6619944,0.2474418],"study_design_scores_gemma":[0.00006034068,0.0004703827,0.03811889,0.01101675,0.00005313992,0.004900624,0.1018974,0.00008975074,0.0001341166,0.06620666,0.7769822,0.00006977175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01530801,0.09148534,0.0003912322,0.7752215,0.01816772,0.00004105728,0.00003962103,0.00002230426,0.09932315],"genre_scores_gemma":[0.4145496,0.1965777,0.001689574,0.3287516,0.02596132,0.0001454088,0.00009381051,0.00006608638,0.03216491],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0170425,"threshold_uncertainty_score":0.0570128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02538367747016751,"score_gpt":0.3342902491776809,"score_spread":0.3089065717075134,"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."}}