{"id":"W2028901857","doi":"10.4006/1.3028851","title":"On the Future of Molecular Radiation Science: A Workshop Inspired by Ugo Fano","year":2000,"lang":"en","type":"article","venue":"Physics Essays","topic":"Mitochondrial Function and Pathology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fano plane; Physics; Radiation; Theoretical physics; Mathematics education; Engineering physics; Optics; Psychology; Pure mathematics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001249871,0.00009402527,0.00008422729,0.00001527202,0.0000997251,0.00001519307,0.0002000488,0.00007935364,0.0001336643],"category_scores_gemma":[0.00002925427,0.00007068174,0.00006088585,0.0002160392,0.0001568438,0.000003975032,0.00002339472,0.00008199106,0.00002671601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007322155,"about_ca_system_score_gemma":0.00005394091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002581889,"about_ca_topic_score_gemma":8.313109e-7,"domain_scores_codex":[0.9993072,0.00005532672,0.0001059498,0.0002294787,0.0001566524,0.0001453515],"domain_scores_gemma":[0.9995057,0.00001426892,0.00005326121,0.0003357551,0.00005228119,0.00003871476],"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":[0.00006420199,0.00005912878,0.00002498415,0.00000265133,0.00001049172,4.350248e-7,0.00006654248,0.0002378549,0.9351597,0.02624917,0.01002451,0.0281003],"study_design_scores_gemma":[0.0004753759,0.0002069618,0.00003342388,0.000007457596,0.00001438083,0.000002331361,0.00005660341,0.0001613973,0.9485003,0.0125583,0.03781435,0.0001691274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485182,0.0006214859,0.003694567,0.0008030802,0.0004600008,0.0002270288,0.00003236514,0.00001319773,0.04563011],"genre_scores_gemma":[0.9977643,0.0001418482,0.00006886234,0.0009909697,0.0003567434,0.00001645589,0.00007190514,0.00001065773,0.0005782524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04924614,"threshold_uncertainty_score":0.2882318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006414271144033944,"score_gpt":0.2344881459344152,"score_spread":0.2280738747903813,"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."}}