{"id":"W4398251651","doi":"10.1148/rg.230110","title":"Approach to Acute Traumatic and Nontraumatic Diaphragmatic Abnormalities","year":2024,"lang":"en","type":"review","venue":"Radiographics","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Diaphragmatic breathing; Intensive care medicine; Pathology; Alternative medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006294064,0.001106086,0.004525481,0.002032752,0.0001510507,0.000228181,0.0003030487,0.0004540944,0.00001942851],"category_scores_gemma":[0.0001870933,0.0007869049,0.001363507,0.002352145,0.0003014876,0.0001004566,0.0002247845,0.0009410325,0.0002315051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318874,"about_ca_system_score_gemma":0.0002268592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000223268,"about_ca_topic_score_gemma":0.00001421038,"domain_scores_codex":[0.9960989,0.0001837347,0.001448683,0.000832871,0.0007048483,0.0007308987],"domain_scores_gemma":[0.9976928,0.0004942288,0.0002238923,0.0009181072,0.00008391184,0.0005871211],"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":[0.000008103601,0.0001977393,0.00001117051,0.3470899,0.008638417,0.000205664,0.004607889,1.435723e-7,1.043201e-7,0.002158744,0.004410776,0.6326714],"study_design_scores_gemma":[0.0005825355,0.0003252603,0.0001147188,0.07240558,0.06511294,0.00410295,0.0010073,0.0002597981,7.639828e-8,0.0006004086,0.8540024,0.001486098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002116521,0.9851908,0.0001749937,0.0001229645,0.0003312844,0.00391292,0.0001897422,0.0003501987,0.009515438],"genre_scores_gemma":[0.0001660273,0.9929434,0.003650865,0.0001850766,0.0002208792,0.001284269,0.0001392598,0.000231833,0.001178406],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8495916,"threshold_uncertainty_score":0.9994582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05919698459123156,"score_gpt":0.3511820331186761,"score_spread":0.2919850485274446,"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."}}