{"id":"W2165842181","doi":"10.1002/hep.20270","title":"Try, try, try again … and again","year":2004,"lang":"en","type":"article","venue":"Hepatology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001007308,0.0001065649,0.0002645657,0.0001071044,0.00005603551,0.00001005158,0.0000457968,0.0001117102,0.0001025691],"category_scores_gemma":[0.0001021053,0.00009732945,0.00004455003,0.0001051923,0.00009325983,0.00005900293,0.00002208018,0.0001675944,0.0001079706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004716412,"about_ca_system_score_gemma":0.0001145706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008433764,"about_ca_topic_score_gemma":0.00002556558,"domain_scores_codex":[0.9992223,0.00003906924,0.0001906806,0.0002233503,0.00008614152,0.0002384293],"domain_scores_gemma":[0.9995765,0.00004158439,0.00004717697,0.0001910771,0.00002035309,0.0001232821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002713275,0.0003770997,0.8126355,0.0001877575,0.0001996266,0.001473452,0.002418551,0.00001547005,0.0143427,0.0120042,0.02556269,0.1305116],"study_design_scores_gemma":[0.02917931,0.001408538,0.3229895,0.0003428731,0.0004817556,0.008129098,0.00139937,0.01198104,0.04352957,0.02164417,0.5575919,0.001322852],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697964,0.001289412,0.000514671,0.01325811,0.0002096985,0.0001487267,0.000002681644,0.00007587151,0.01470438],"genre_scores_gemma":[0.992559,0.0001917092,0.0004980835,0.005993834,0.000161516,0.000009800848,0.00001891069,0.0000165081,0.0005506267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5320293,"threshold_uncertainty_score":0.396898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514722718438056,"score_gpt":0.2782374395574177,"score_spread":0.2630902123730371,"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."}}