{"id":"W2092669049","doi":"10.1134/s1028335813020018","title":"Energy localization in natural processes and natural viruses","year":2013,"lang":"en","type":"article","venue":"Doklady Physics","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Natural (archaeology); Energy (signal processing); Physics; Biology; Quantum mechanics; Paleontology","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":[],"consensus_categories":[],"category_scores_codex":[0.00002277688,0.00009374615,0.00008543681,0.00003577758,0.00007276196,0.0001812628,0.0002240143,0.00001800192,0.000001978998],"category_scores_gemma":[0.000007637683,0.00008729463,0.0000160529,0.0005954966,0.00002982391,0.0006895574,0.0001095185,0.00006996595,0.00002023897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001628157,"about_ca_system_score_gemma":0.00004845925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001774802,"about_ca_topic_score_gemma":0.00003172567,"domain_scores_codex":[0.9993716,0.0000161463,0.0001185898,0.0002279322,0.0001390038,0.0001267297],"domain_scores_gemma":[0.9995078,0.00009362346,0.00005141737,0.0001646828,0.0001479614,0.00003446054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001528527,0.0001103694,0.0008142611,0.00002990698,0.000009279259,6.823425e-7,0.0005436124,0.001803238,0.001192326,0.8658203,0.00106513,0.1286094],"study_design_scores_gemma":[0.000159585,0.00001034765,0.003846224,0.00001272709,0.000001728895,0.000001661336,0.00001221111,0.6390796,0.001560014,0.3525576,0.002588973,0.0001693031],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03502453,0.0004742149,0.9628042,0.0006541035,0.000171163,0.000172875,0.000002306283,0.0001174183,0.0005791903],"genre_scores_gemma":[0.9960814,0.00001382347,0.002678739,0.001025269,0.00008913926,0.00004834536,0.00001598632,0.000006495567,0.00004081437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9610569,"threshold_uncertainty_score":0.3559771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078216298988383,"score_gpt":0.2431528193893697,"score_spread":0.2323706563994858,"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."}}