{"id":"W3100113175","doi":"","title":"Contact binary stars of the W UMa type as distance tracers","year":2003,"lang":"en","type":"article","venue":"CERN Document Server (European Organization for Nuclear Research)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Physics; Stars; Astrophysics; Luminosity; Binary number; Contact binary; Astronomy; Binary star; Galaxy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003480461,0.0001197057,0.0001327461,0.00004146421,0.0005285365,0.0001019178,0.0003613215,0.00001896773,0.004757779],"category_scores_gemma":[0.000107794,0.00009489305,0.00005845625,0.0003660691,0.0001016682,0.0001383526,0.0001469742,0.0001416701,0.0004786628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005535803,"about_ca_system_score_gemma":0.00002371209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007248967,"about_ca_topic_score_gemma":0.000001202562,"domain_scores_codex":[0.9987598,0.0002749836,0.0001962539,0.0002183183,0.0003086948,0.0002419325],"domain_scores_gemma":[0.9991696,0.00006287509,0.0001040217,0.00033117,0.0002652879,0.0000670802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001759724,0.000293078,0.4535304,0.0001138614,0.0003913956,0.000005378859,0.002832596,0.000163871,0.0002477469,0.5283782,0.01307322,0.0007942601],"study_design_scores_gemma":[0.003398286,0.0009797871,0.6659548,0.0001571239,0.000174064,0.00001053938,0.004790465,0.00001144577,0.008634467,0.02299994,0.2921358,0.0007532501],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942808,0.0001148929,0.000006145099,0.0003046124,0.0002665435,0.0004042132,0.000004444727,0.00003656655,0.05605454],"genre_scores_gemma":[0.9964211,0.00003311245,0.000005334339,0.00005130652,0.00005648406,2.805334e-7,0.00006350479,0.000100073,0.003268781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5053783,"threshold_uncertainty_score":0.996152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01944745438795066,"score_gpt":0.2521610567410182,"score_spread":0.2327136023530675,"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."}}