{"id":"W7031516771","doi":"","title":"So They Understand","year":2002,"lang":"en","type":"book","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Fossil Insects in Amber","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; University of Pennsylvania","keywords":"Circumstantial evidence; Subject (documents); Filter (signal processing); Paraphernalia; Government (linguistics); Work (physics)","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004594117,0.0005025332,0.000767556,0.00006633309,0.0005320349,0.002857257,0.004209992,0.0002502426,0.06948335],"category_scores_gemma":[0.00008833892,0.0002368814,0.0002409744,0.0001597847,0.0004481906,0.001885089,0.001508012,0.0004067421,0.00206325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003542915,"about_ca_system_score_gemma":0.0002168987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282533,"about_ca_topic_score_gemma":0.004964842,"domain_scores_codex":[0.9972651,0.0001548464,0.0007098322,0.0007963158,0.0006854095,0.0003884911],"domain_scores_gemma":[0.997855,0.0005438321,0.0008564268,0.0003223615,0.0002655159,0.0001568668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001495059,0.0002804781,0.0009718186,0.0001504362,0.0003968288,0.00002891427,0.0002731103,0.000008739788,0.002236876,0.07065405,0.126473,0.7983763],"study_design_scores_gemma":[0.0002184872,0.00008292034,0.005913051,0.0002264869,0.00005910228,0.000005456172,0.0000290237,0.00001222962,0.0002168809,0.02186845,0.9707422,0.0006257422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00379676,0.0002013831,0.000002471429,0.0002271816,0.0006644364,0.001098652,0.00002117613,0.0001011912,0.9938868],"genre_scores_gemma":[0.03118848,0.0002417007,0.00007940595,0.0004288228,0.0004642394,0.0000538768,0.0006581485,0.00001258655,0.9668728],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8442692,"threshold_uncertainty_score":0.9987137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458181623613309,"score_gpt":0.357333933279364,"score_spread":0.211515770918033,"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."}}