{"id":"W2128581110","doi":"10.1093/biostatistics/3.3.299","title":"Experimental design issues for the early detection of disease: novel designs","year":2002,"lang":"en","type":"article","venue":"Biostatistics","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Family medicine; Group (periodic table); Outcome (game theory); Medical physics; Mathematics","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":[0.00008664827,0.00007187031,0.0001015667,0.00002151151,0.00007921577,0.00001218992,0.00005492469,0.0000260251,0.00005946181],"category_scores_gemma":[0.0001957201,0.00005176664,0.00003998418,0.00007204111,0.00006820286,0.00003276993,0.000009607681,0.00003712452,0.000007247686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003639662,"about_ca_system_score_gemma":0.00001772509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007792556,"about_ca_topic_score_gemma":0.000002178556,"domain_scores_codex":[0.9994481,0.00001158702,0.0001377597,0.0001017032,0.0001785568,0.0001223297],"domain_scores_gemma":[0.9994697,0.0001849429,0.000054902,0.0001337097,0.00008916414,0.00006760925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003124728,0.0005873966,0.00307073,0.0002122782,0.0002427934,0.00003230937,0.002479838,0.0002578303,0.9004129,0.006123445,0.03418751,0.04926829],"study_design_scores_gemma":[0.003908729,0.005092503,0.06368142,0.0002845471,0.0007217745,0.00003243499,0.001575786,0.08591311,0.8215536,0.0005102134,0.01628812,0.0004377948],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01369212,0.003970356,0.9811926,0.0002842359,0.0001378811,0.0005327755,0.0001109313,0.00002204628,0.00005702527],"genre_scores_gemma":[0.958041,0.00005448399,0.04131938,0.0001409347,0.0001125363,0.00003473577,0.000004087153,0.00001030646,0.0002825312],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9443489,"threshold_uncertainty_score":0.2110983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2344591482266558,"score_gpt":0.3758146292328698,"score_spread":0.1413554810062141,"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."}}