{"id":"W4415483474","doi":"10.1136/jnis-2025-024288","title":"Unseen wounds: a multinational investigation of neurointerventionalists on the psychological toll of complications","year":2025,"lang":"en","type":"article","venue":"Journal of NeuroInterventional Surgery","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Neurotrauma Foundation","funders":"","keywords":"Toll; Multinational corporation; Safeguard; Death toll; Psychological intervention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001162513,0.0002230613,0.0002363595,0.001153226,0.0008364345,0.0008149275,0.0005243911,0.0008141296,0.002120611],"category_scores_gemma":[0.005190961,0.0003803241,0.0002395413,0.001647732,0.0005381587,0.0009935261,0.0009651203,0.000670803,0.0004438958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003613042,"about_ca_system_score_gemma":0.0007579348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006236647,"about_ca_topic_score_gemma":0.006519947,"domain_scores_codex":[0.9987705,0.0004871414,0.0001349711,0.0001494618,0.0002521532,0.000205655],"domain_scores_gemma":[0.9950747,0.0009495995,0.002544631,0.0002803284,0.0004071945,0.0007434109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000325218,0.00005882511,0.9971463,0.00001617451,0.000007500352,0.0001824424,0.0008442815,0.000005913822,0.0001178895,0.00001050905,0.0001731197,0.001404546],"study_design_scores_gemma":[0.000003485239,0.000132323,0.9952959,0.00001545455,0.000007981733,0.0006282587,0.00349887,0.00003937591,0.0000296917,0.00001220606,0.0003322864,0.000004106611],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990467,0.0001665817,0.00004217323,0.0001268137,0.000005297046,0.00001921791,0.0001351043,0.000001722253,0.0004563892],"genre_scores_gemma":[0.9990681,0.0002946913,0.00007960646,0.0002139619,0.00002006006,0.00003023481,0.0001310605,0.000002177253,0.0001601498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006236647,"threshold_uncertainty_score":0.01240069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.190606948343923,"score_gpt":0.4336828671891852,"score_spread":0.2430759188452622,"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."}}