{"id":"W7068439471","doi":"","title":"NCW Shockwave #34","year":2005,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Champion; Set (abstract data type); Ring (chemistry); Ridiculous; Front (military)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001146089,0.0002601208,0.0002794032,0.00008348211,0.00006464491,0.000104673,0.000788277,0.0001938856,0.1505143],"category_scores_gemma":[0.00001935305,0.0002715752,0.0001503221,0.00001632486,0.00006082973,3.058674e-7,0.0001998232,0.0001935207,0.02163355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004344702,"about_ca_system_score_gemma":0.0000522698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140908,"about_ca_topic_score_gemma":0.0003188519,"domain_scores_codex":[0.998614,0.00003308309,0.0004624063,0.0002440098,0.0004243509,0.0002221695],"domain_scores_gemma":[0.9985902,0.0001024921,0.0004556022,0.000594363,0.000146917,0.0001104688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003156321,0.00003824041,1.629692e-7,0.00006180926,0.00002811794,0.000002192714,0.00006433587,0.0006087695,1.458187e-7,0.007002092,0.9749424,0.01724856],"study_design_scores_gemma":[0.0001946465,0.0000342876,0.000006567942,0.00006268887,0.00001282855,0.00002296712,0.000006801596,0.0008447302,0.000003992062,0.0002553829,0.9982774,0.0002776649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001284891,0.0001822652,0.0003738572,0.0005665812,0.0001939748,0.00030179,0.00007072146,0.0002873948,0.9980221],"genre_scores_gemma":[0.0002912567,0.00008038694,0.01968361,0.0005018782,0.0002904868,0.00002172019,0.0001127706,0.00006517029,0.9789527],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1288808,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006005604262906585,"score_gpt":0.1931667341563063,"score_spread":0.1871611298933997,"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."}}