{"id":"W1885258061","doi":"10.1111/j.1365-2966.2007.12195.x","title":"Efficient identification of exoplanetary transit candidates from SuperWASP light curves","year":2007,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":365,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre National de la Recherche Scientifique; National Aeronautics and Space Administration; California Institute of Technology; Queen's University Belfast; Science and Technology Facilities Council; Queen's University; National Science Foundation","keywords":"Physics; Library science; Identification (biology); Humanities; Computer science; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.001037095,0.0002514365,0.000349337,0.001267136,0.000351515,0.0006540514,0.0004034871,0.0003039156,0.001040155],"category_scores_gemma":[0.004370236,0.0002689409,0.0002634726,0.0005227704,0.0002493642,0.0004546883,0.0007109224,0.0001986738,0.0003273545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002399828,"about_ca_system_score_gemma":0.0004448343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449792,"about_ca_topic_score_gemma":0.00395992,"domain_scores_codex":[0.9996278,0.0001350663,0.00002154527,0.00008406437,0.00008909409,0.00004234834],"domain_scores_gemma":[0.9978161,0.001083322,0.0004281298,0.0003325777,0.0001935857,0.0001463856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004600846,0.00009066418,0.8403208,0.00005762059,0.000101891,0.0004146456,0.0003223709,0.02137732,0.06399945,0.001206132,0.0003428487,0.07130615],"study_design_scores_gemma":[0.00004074568,0.0001615038,0.7534956,0.00001220525,0.0000698309,0.0007293784,0.0001518368,0.2229634,0.01963458,0.001963343,0.0007436457,0.0000339236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866822,0.00002277736,0.01268095,0.00001660842,9.112228e-7,0.0000252373,0.0001222067,0.00008982231,0.0003593574],"genre_scores_gemma":[0.9913923,0.00002135982,0.008057897,0.000005011126,0.000002003471,0.00001351475,0.0003436278,0.00001639524,0.0001480179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001449792,"threshold_uncertainty_score":0.0054847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005845885099526565,"score_gpt":0.1943398776085302,"score_spread":0.1884939925090037,"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."}}