{"id":"W4394808505","doi":"10.1140/epjs/s11734-024-01156-9","title":"Unveiling nuclear isomers through multiple-reflection time-of-flight mass spectrometry","year":2024,"lang":"en","type":"article","venue":"The European Physical Journal Special Topics","topic":"Nuclear physics research studies","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"GSI Helmholtzzentrum für Schwerionenforschung; Deutsche Forschungsgemeinschaft","keywords":"Mass spectrometry; Time of flight; Characterization (materials science); Resolution (logic); Time-of-flight mass spectrometry; Nuclear physics; Chemistry; Computer science; Physics; Materials science; Nanotechnology; Chromatography; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001494096,0.0007544768,0.0004553381,0.001761085,0.0004412271,0.001167667,0.00081719,0.001161142,0.001849598],"category_scores_gemma":[0.001232812,0.0003523845,0.0005416687,0.001004999,0.0008817658,0.001841528,0.0009046131,0.001356023,0.0009192112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005619301,"about_ca_system_score_gemma":0.0005685802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005559455,"about_ca_topic_score_gemma":0.001167802,"domain_scores_codex":[0.9991711,0.0001385026,0.00002555862,0.0002228186,0.0003506886,0.00009133319],"domain_scores_gemma":[0.9995527,0.0001513582,0.0001374161,0.00004040714,0.00009443206,0.00002368555],"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":[0.0004176129,0.00007110012,0.004865022,0.001431254,0.0001873142,0.0008264951,0.00027056,0.001773781,0.8836057,0.01922227,0.003152764,0.08417613],"study_design_scores_gemma":[0.00005241028,0.0005555756,0.00495083,0.0002876766,0.0001386852,0.003095619,0.000562856,0.0123062,0.9075762,0.01050236,0.05983911,0.0001325376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4900315,0.08728164,0.3734317,0.003145537,0.0009611708,0.0003555469,0.00366281,0.002235557,0.03889449],"genre_scores_gemma":[0.7576346,0.03669616,0.1960369,0.001366869,0.0003512345,0.0001325039,0.001418881,0.0002932848,0.006069469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001849598,"threshold_uncertainty_score":0.007901609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180275138111023,"score_gpt":0.2942902854056041,"score_spread":0.2724875340244939,"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."}}