{"id":"W7080173941","doi":"10.1051/0004-6361/202555702/pdf","title":"The GAPS Programme at TNG","year":2025,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Space Agency; Istituto Nazionale di Astrofisica; Austrian Science Fund; European Commission","keywords":"Hot Jupiter; Atmosphere (unit); Spectral line; Planet; Homogeneous; Atmospheric model; Atmospheric composition; Atmospheric models","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001909238,0.001274638,0.0012464,0.00196339,0.001150212,0.005700132,0.002654781,0.002383994,0.6162838],"category_scores_gemma":[0.004093577,0.000454971,0.0006109567,0.002444805,0.0007833484,0.002584624,0.005068037,0.001698224,0.4404692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107996,"about_ca_system_score_gemma":0.002430628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002696991,"about_ca_topic_score_gemma":0.0020728,"domain_scores_codex":[0.9986326,0.0002437335,0.00006200064,0.0005087719,0.0003378434,0.0002149456],"domain_scores_gemma":[0.9982708,0.0002852364,0.000164744,0.0004070173,0.0002539784,0.0006182754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006213152,0.00008982902,0.001406207,0.0011278,0.00005125997,0.0003672461,0.0003214488,0.0005065671,0.003015359,0.03716902,0.791671,0.163653],"study_design_scores_gemma":[0.00006531179,0.00002332892,0.0006657204,0.0001423214,0.000009872159,0.000127938,0.00008477927,0.00039694,0.0003455525,0.008204572,0.9899225,0.00001135109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006911451,0.008504777,0.02368746,0.01517427,0.009033581,0.000471498,0.2701085,0.0437218,0.6223867],"genre_scores_gemma":[0.06703034,0.005572965,0.04025677,0.00587596,0.002029805,0.0009980309,0.290404,0.03189983,0.5559323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6162838,"threshold_uncertainty_score":0.5473246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120347772614759,"score_gpt":0.2285494643062399,"score_spread":0.216514687044764,"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."}}