{"id":"W4205974226","doi":"10.1126/science.331.6023.1371","title":"Random Sample","year":2011,"lang":"en","type":"article","venue":"Science","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crew; Pollinator; Residence; Ecology; Geography; Art history; Biology; Art; Sociology; Demography; Pollination; Archaeology; Pollen","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":[0.0003210532,0.00003549721,0.00003228533,0.00002345926,0.00008515401,0.00001106401,0.0002615484,0.00001968693,0.0001022602],"category_scores_gemma":[0.0001953662,0.0000279266,0.00001926288,0.0001276483,0.0005601134,0.00000169034,0.000104075,0.00002281625,0.00003940634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002667574,"about_ca_system_score_gemma":0.0001076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000376867,"about_ca_topic_score_gemma":0.0000108045,"domain_scores_codex":[0.9994269,0.000009123771,0.00004766726,0.0001856928,0.0001446481,0.0001859748],"domain_scores_gemma":[0.9996319,0.000004139324,0.00001022154,0.0002243909,0.00005992828,0.00006941766],"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":[0.0001003942,0.00003310156,0.01091002,0.000003184226,0.000005258678,0.000001802335,0.0002289307,0.000004123099,0.9616987,0.0008566087,0.001954562,0.02420338],"study_design_scores_gemma":[0.0003960261,0.0001900993,0.026622,0.000001799366,0.000001421137,0.000006568182,0.00006800695,0.00006004074,0.9401304,0.001537534,0.03089567,0.00009048098],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610941,0.0002177028,0.007657781,0.00003550405,0.0001496322,0.00008118845,0.000003130443,0.000005811522,0.03075518],"genre_scores_gemma":[0.9929287,0.00003049012,0.006079508,0.00009553938,0.00004238732,0.000003925843,0.000002164668,0.000002643481,0.0008146717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0318346,"threshold_uncertainty_score":0.2063761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03210895516323733,"score_gpt":0.291481304197868,"score_spread":0.2593723490346307,"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."}}