{"id":"W2945516733","doi":"10.24908/pocus.v4i1.13315","title":"POCUS for pleural assessment and intervention","year":2019,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intervention (counseling); Intensive care medicine; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0004292045,0.0000645849,0.0001545067,0.00004243734,0.00006756932,0.00004491023,0.00005172794,0.00004710651,0.00056455],"category_scores_gemma":[0.0001183468,0.00004906579,0.0001227519,0.00004324691,0.00002685061,0.00007931806,0.00001762657,0.0002604835,0.00004840211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000644087,"about_ca_system_score_gemma":0.00004384301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003059343,"about_ca_topic_score_gemma":0.000001460989,"domain_scores_codex":[0.999297,0.00002028108,0.000294057,0.0001176827,0.0001345174,0.000136475],"domain_scores_gemma":[0.9992662,0.0002567823,0.0001180526,0.000118362,0.0001078621,0.0001327601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003884187,0.000972271,0.8209019,0.0002069154,0.000335383,0.000007680848,0.0001952534,0.000005379726,0.02603288,0.01594307,0.01013418,0.1248766],"study_design_scores_gemma":[0.007420001,0.001894764,0.8921043,0.0002091457,0.0002389846,0.001349794,0.0002708641,0.0008893894,0.000581945,0.03601449,0.05883421,0.0001920852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774876,0.0001701714,0.01501144,0.003935018,0.000306798,0.0003930624,0.000008054583,0.00001776754,0.002670094],"genre_scores_gemma":[0.9807938,0.00005692991,0.01704375,0.0002970894,0.0002900353,0.00001974534,0.000009867285,0.00001197415,0.001476774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1246845,"threshold_uncertainty_score":0.6181427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04110704964503241,"score_gpt":0.4277594457430255,"score_spread":0.3866523960979931,"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."}}