{"id":"W4206008809","doi":"10.1093/mnras/stab3651","title":"Families and Clusters of Diffuse Interstellar Bands: a Data-Driven Correlation Analysis","year":2021,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Chinese Diabetes Society; University of Chicago; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Interstellar medium; Galaxy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007342211,0.00008105051,0.0001806818,0.00003778393,0.00006941762,0.00001899606,0.0001789575,0.00004541994,0.000545826],"category_scores_gemma":[0.00001845019,0.00008029305,0.00005579885,0.0007719776,0.00009607206,0.0002946002,0.00006717353,0.00005862732,0.00002174812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000378751,"about_ca_system_score_gemma":0.00002523006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000695119,"about_ca_topic_score_gemma":0.00290707,"domain_scores_codex":[0.9993455,0.00006132682,0.0001105152,0.0003152171,0.00004720843,0.0001202201],"domain_scores_gemma":[0.9993722,0.0001000699,0.00008081109,0.0003411466,0.00003776504,0.00006800004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002912621,0.00001818175,0.8677631,0.00001293218,0.0002248957,0.00006629244,0.0002376611,0.130254,0.000006275065,0.0001323069,0.00004453915,0.001210682],"study_design_scores_gemma":[0.000333095,0.00002958975,0.1861256,0.000007651586,0.0004955075,0.000002499453,0.002631465,0.8099402,0.00001052557,0.00009756296,0.0002287595,0.00009749953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834081,0.0001405229,0.01348777,0.00001879037,0.00005503058,0.00003404119,0.00007530891,0.00001637692,0.002764067],"genre_scores_gemma":[0.9982874,0.0006600223,0.0002730931,0.0000421179,0.00000870814,7.607241e-9,0.0002622915,0.000001644493,0.0004646676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6816375,"threshold_uncertainty_score":0.5976412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04242683098507483,"score_gpt":0.1706791061561719,"score_spread":0.1282522751710971,"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."}}