{"id":"W4387527550","doi":"10.1088/1742-6596/2605/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Nuclear Physics and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neutron imaging; Library science; Political science; Neutron; Physics; Nuclear physics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000775713,0.00008810173,0.00015995,0.00002903996,0.00008768418,0.00007031611,0.000192776,0.00001268832,0.0001767058],"category_scores_gemma":[0.000002132793,0.00007629044,0.0001068131,0.0002669581,0.00005520763,0.0003549916,0.00004618576,0.0001432033,0.0001446511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005701725,"about_ca_system_score_gemma":0.00009170185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006382178,"about_ca_topic_score_gemma":2.562749e-7,"domain_scores_codex":[0.9994175,0.00001400507,0.0001974631,0.00007535008,0.0001549315,0.0001407677],"domain_scores_gemma":[0.9993384,0.00002380225,0.0002154191,0.0001386104,0.0002234705,0.00006024125],"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":[0.000007764613,0.00005680012,0.0009697032,0.000005638875,0.00005595902,0.000001060248,0.0004445819,0.000123149,0.0154267,0.85976,0.004006871,0.1191417],"study_design_scores_gemma":[0.0003524227,0.0001171733,0.004130272,0.00004692169,0.00004043408,0.000002492096,0.001955109,0.0001847248,0.1390851,0.8077702,0.04608842,0.0002267589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8532188,0.00002133461,0.06595818,0.002831588,0.0006349004,0.0002398286,0.00009724989,0.000106948,0.07689117],"genre_scores_gemma":[0.9978486,0.000009139301,0.0003622165,0.0000141109,0.000632746,0.000003507958,0.000007549175,0.00001276977,0.001109358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446298,"threshold_uncertainty_score":0.3111034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02487131358427589,"score_gpt":0.2668927478296527,"score_spread":0.2420214342453768,"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."}}