{"id":"W2082542789","doi":"10.7178/eus.03.001","title":"Is EUS Here to Stay? Accuracy Is Not an Indication...","year":2012,"lang":"en","type":"article","venue":"Endoscopic Ultrasound","topic":"Environmental Policies and Emissions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; MEDLINE","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000119695,0.0001814203,0.0001297651,0.00002669363,0.0002686554,0.00004546045,0.0003473049,0.00007822664,0.02754822],"category_scores_gemma":[0.00006937362,0.0001638032,0.00004887765,0.0001749204,0.0001188201,0.0005325165,0.0001641998,0.000141666,0.006422612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883913,"about_ca_system_score_gemma":0.000006632125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008104785,"about_ca_topic_score_gemma":0.00003398578,"domain_scores_codex":[0.9985569,0.00003674818,0.0002032177,0.0003052385,0.0003555726,0.0005423613],"domain_scores_gemma":[0.9987367,0.0001167002,0.0000660612,0.0005164817,0.000001818477,0.0005621844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007538303,0.0002826575,0.8279577,0.00000590536,0.00001554231,6.994509e-7,0.009694431,0.00002982985,0.1153461,0.00008259232,0.04221286,0.004364112],"study_design_scores_gemma":[0.0002084415,0.00007619608,0.6947414,0.000009028552,0.00001529834,0.000006753071,0.0008091567,0.000004247179,0.04991021,0.0001354342,0.2538603,0.0002235266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845939,0.00005537935,0.0001312723,0.001236289,0.0001600849,0.0002339715,0.00006049467,0.00004515205,0.01348345],"genre_scores_gemma":[0.9829538,0.00005873257,0.002439183,0.009649701,0.0001756211,0.00003179098,0.00001748558,0.0000239352,0.004649711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2116474,"threshold_uncertainty_score":0.994351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023284439217006,"score_gpt":0.2945751748955945,"score_spread":0.2712907356785885,"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."}}