{"id":"W4392093226","doi":"10.1051/0004-6361/202244968","title":"The Mantis Network","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trottier Family Foundation; European Research Council; Fonds de recherche du Québec; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Hot Jupiter; Titanium; Astrophysics; Emission spectrum; Planet; Spectral line; Atmosphere (unit); Physics; Materials science; Chemical physics; Astrobiology; Exoplanet; Astronomy; Thermodynamics","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":[0.001299319,0.001579493,0.001028831,0.00325397,0.001496648,0.006715911,0.001888569,0.002290513,0.5401472],"category_scores_gemma":[0.006057588,0.0005946446,0.0006546039,0.002733918,0.0007697498,0.003641228,0.00442132,0.001791531,0.4530967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114175,"about_ca_system_score_gemma":0.002531481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004805402,"about_ca_topic_score_gemma":0.004182061,"domain_scores_codex":[0.9984733,0.0003139066,0.0001124926,0.0005439111,0.0003814128,0.000174995],"domain_scores_gemma":[0.9979495,0.0003422101,0.0002715845,0.0005262929,0.0003805961,0.0005297727],"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":[0.0003680262,0.00005857636,0.002343826,0.00088597,0.00006576765,0.0005302655,0.0001873791,0.0003942283,0.0008359019,0.02650369,0.6635547,0.3042717],"study_design_scores_gemma":[0.00003597494,0.00001562277,0.0006611809,0.0001788637,0.00001180992,0.0001770505,0.00004629973,0.0002395636,0.0001346478,0.003359876,0.9951283,0.00001083481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003635953,0.01200047,0.01221823,0.01099848,0.004449296,0.0004033203,0.09279457,0.03377349,0.8297262],"genre_scores_gemma":[0.04073198,0.01397551,0.02614666,0.004766782,0.002742728,0.0008225271,0.1447563,0.01090468,0.7551527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5401472,"threshold_uncertainty_score":0.6559241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005968467987418857,"score_gpt":0.199346387005689,"score_spread":0.1933779190182701,"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."}}