{"id":"W1995383455","doi":"10.1063/1.3585811","title":"Role of Accuracy Estimates in Atomic and Molecular Theory","year":2011,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Atomic and Molecular Physics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Icon; Citation; Computer science; Information retrieval; Download; Filter (signal processing); World Wide Web; Publishing; Art; Programming language","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":[0.0000906745,0.000121805,0.0001760473,0.0000428265,0.00002157551,0.00001315842,0.0001402756,0.00002918611,0.0001227649],"category_scores_gemma":[0.00001391658,0.0001127794,0.00002862985,0.00008137742,0.0001275221,0.0001549589,0.00007745131,0.0000926888,0.000006082696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005379818,"about_ca_system_score_gemma":0.00004026921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001760385,"about_ca_topic_score_gemma":3.495348e-7,"domain_scores_codex":[0.9994339,0.000005421383,0.0001574388,0.0001819349,0.00006183088,0.0001594253],"domain_scores_gemma":[0.9996809,0.00002226213,0.0001045845,0.00006732718,0.00008046354,0.00004439855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001413818,0.00003384141,0.1366936,0.00001223518,0.00001807045,2.834769e-7,0.003993758,3.539354e-8,0.1793598,0.6712356,0.0000060902,0.008632548],"study_design_scores_gemma":[0.0003247171,0.0000383168,0.02006405,0.00006982371,0.00002686184,7.8695e-7,0.00354383,0.001385838,0.1245541,0.8497685,0.00005498042,0.0001681932],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9404082,0.00007475854,0.008002036,0.00001457189,0.000008115472,0.0001118955,0.000002267936,0.0000128391,0.05136536],"genre_scores_gemma":[0.9990677,0.000004785034,0.0008406123,0.00002456756,0.00001245484,0.0000171142,0.000002385973,0.00001198455,0.00001837241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1785329,"threshold_uncertainty_score":0.459901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191328860877156,"score_gpt":0.2311210903001812,"score_spread":0.2192078016914097,"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."}}