{"id":"W2087597816","doi":"10.1017/s1539299600016245","title":"Cepheid Variables in Ecliping Binary Systems","year":2005,"lang":"en","type":"article","venue":"Highlights of Astronomy","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cepheid variable; RR Lyrae variable; Gravitational microlensing; Variable star; Binary star; Binary number; Astrophysics; Physics; Contact binary; Stars; Astronomy; Mathematics; Globular cluster","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":[0.0003292299,0.0001169805,0.0002851007,0.000886938,0.0003117479,0.001174077,0.0001831613,0.0002318418,0.00204882],"category_scores_gemma":[0.001345619,0.00007594436,0.00009837574,0.001437724,0.0003629558,0.0005706338,0.0003251905,0.0004186278,0.0003680977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639609,"about_ca_system_score_gemma":0.0002213558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001438957,"about_ca_topic_score_gemma":0.001461621,"domain_scores_codex":[0.9998351,0.00003010607,0.0000175032,0.00004583384,0.00005380357,0.00001760732],"domain_scores_gemma":[0.9994922,0.0002309831,0.0001454825,0.00002544601,0.00007024301,0.00003559743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003059344,0.00007299126,0.2024221,0.002433833,0.0001633154,0.00272314,0.001953561,0.0004678728,0.01119893,0.02777962,0.006250673,0.7442281],"study_design_scores_gemma":[0.00001831281,0.0001560322,0.7913955,0.000748258,0.0002202704,0.008816924,0.0007713413,0.0003602167,0.002421521,0.01711071,0.1779511,0.00002982726],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3104133,0.6401933,0.003057056,0.001691857,0.0003705557,0.00003561904,0.000712105,0.0000311847,0.04349511],"genre_scores_gemma":[0.745845,0.2452493,0.002096903,0.0002948749,0.0007280559,0.00002039863,0.0007997227,0.000007943404,0.004957628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00204882,"threshold_uncertainty_score":0.006853998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009473163050584219,"score_gpt":0.2108078878024499,"score_spread":0.2013347247518657,"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."}}