{"id":"W2340208440","doi":"10.2172/1068121","title":"Proceedings of RIKEN BNL Research Center Workshop, Volume 113: Thermal Radiation Workshop","year":2012,"lang":"en","type":"report","venue":"","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Nuclear physics; Photon; Center (category theory); Physics; Research center; Engineering physics; Library science; Engineering; Aerospace engineering; Computer science; Political science; Optics; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001301756,0.0003279991,0.0004755533,0.0003536428,0.00007453038,0.0001067609,0.0003705294,0.0005438724,0.0007301091],"category_scores_gemma":[0.0001325039,0.0003013247,0.0001594197,0.0006209463,0.00008698156,0.0004185859,0.00009413798,0.001022264,0.0001229457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005180846,"about_ca_system_score_gemma":0.000158172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007689338,"about_ca_topic_score_gemma":0.00002883092,"domain_scores_codex":[0.9969954,0.00002013586,0.0005685061,0.0003190442,0.001093477,0.001003413],"domain_scores_gemma":[0.9987235,0.00007417561,0.0001151557,0.0002746285,0.0005868148,0.0002257421],"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":[0.00004832843,0.0001867942,0.138052,0.0005836824,0.0004225145,0.000004116663,0.0004642636,0.0005874145,0.00633768,0.0001823752,0.79357,0.05956087],"study_design_scores_gemma":[0.000931172,0.00009773718,0.05002679,0.0004439039,0.0001423687,0.00002258127,0.0003596558,0.01239433,0.02652426,0.00003844812,0.907761,0.001257746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6769787,0.004288024,0.0000872017,0.0001295009,0.001100564,0.0007329308,0.00002088196,0.0004149084,0.3162473],"genre_scores_gemma":[0.9845763,0.001239508,0.0001251898,0.000008557276,0.001343215,0.00008725691,0.00004951235,0.000135182,0.01243526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3075976,"threshold_uncertainty_score":0.9999439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08686869269065935,"score_gpt":0.3250381097158297,"score_spread":0.2381694170251704,"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."}}