{"id":"W6949308589","doi":"10.5281/zenodo.13120733","title":"Correlations between laboratory molecular line lists and M-star spectra","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Spectral line; Line (geometry); Metal; Optical spectra; Surface (topology)","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":[0.0005819693,0.0002037546,0.0002074483,0.00229596,0.0001908547,0.0006379037,0.0002720096,0.0002417877,0.007501111],"category_scores_gemma":[0.003724089,0.0001028295,0.000124978,0.00195335,0.0001284382,0.0004108848,0.0004299025,0.0001983203,0.003543232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002184073,"about_ca_system_score_gemma":0.0001478299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571104,"about_ca_topic_score_gemma":0.001893247,"domain_scores_codex":[0.9995747,0.00007891992,0.00003436942,0.0001356779,0.0001147793,0.00006159209],"domain_scores_gemma":[0.9950788,0.001529866,0.001552753,0.0007217887,0.0008037075,0.0003131054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002816137,0.00008098325,0.9626902,0.00005209449,0.00009618145,0.0001183911,0.00007232501,0.001749539,0.01357518,0.0005161599,0.003368194,0.01739929],"study_design_scores_gemma":[0.00001293044,0.00007829187,0.9799812,0.00001205318,0.00003413892,0.0001869489,0.0001017799,0.004564253,0.009039188,0.000458904,0.005510165,0.00002009313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807954,0.00026713,0.002577947,0.00004088956,0.00001079057,0.0000161094,0.009970075,0.0006786734,0.005642959],"genre_scores_gemma":[0.9821922,0.00009308417,0.002202206,0.00002371692,0.0000162988,0.00002033165,0.01434654,0.0000943058,0.001011276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007501111,"threshold_uncertainty_score":0.02509379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0189735014146769,"score_gpt":0.2373438979896535,"score_spread":0.2183703965749766,"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."}}