{"id":"W4402113566","doi":"10.1097/01.eem.0001052188.15803.c5","title":"Reducing Pediatric CTs Just Got Easier","year":2024,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003400747,0.0002210015,0.0003371642,0.0004563798,0.00008723458,0.000009112022,0.0001116804,0.00007643125,0.01569539],"category_scores_gemma":[0.0004857751,0.0001673084,0.0001287793,0.001148477,0.00003871456,0.0002090431,0.00002765285,0.0003618998,0.0009160027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007665344,"about_ca_system_score_gemma":0.0001757945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002617195,"about_ca_topic_score_gemma":0.000006600246,"domain_scores_codex":[0.9980233,0.00003835454,0.0006372233,0.000451526,0.00047736,0.0003722427],"domain_scores_gemma":[0.9991186,0.00004935866,0.00006919521,0.0003817334,0.00007358766,0.0003074822],"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":[0.00001746713,0.00004407476,0.01716986,0.0004041939,0.00006266806,0.00009593993,0.001971527,0.000009821783,0.004222963,0.0002989036,0.951124,0.02457856],"study_design_scores_gemma":[0.001432583,0.0004804204,0.0333264,0.0005903239,0.001048742,0.0001901244,0.001142173,0.004237102,0.001020179,0.0003132561,0.9557643,0.0004543752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5367813,0.07935442,0.001031796,0.05495992,0.02190026,0.0007881798,0.000006153902,0.0008259557,0.3043521],"genre_scores_gemma":[0.9023545,0.0107363,0.0001955121,0.0008961782,0.01795879,0.00003124251,0.00005985489,0.00008382022,0.06768382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3655732,"threshold_uncertainty_score":0.9998619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05303263749865716,"score_gpt":0.3608630639264772,"score_spread":0.30783042642782,"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."}}