{"id":"W1620432754","doi":"10.1017/s1539299600016233","title":"Contact Binaries of the W UMa Type as Distance Tracers","year":2005,"lang":"en","type":"article","venue":"Highlights of Astronomy","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Physics; Luminosity; Astrophysics; Binary number; Contact binary; Stellar classification; Common envelope; Stars; Primary (astronomy); Envelope (radar); Brightness; Component (thermodynamics); Type (biology); Range (aeronautics); Binary star; Astronomy; White dwarf; Mathematics; Materials science; Geology; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003987234,0.0001935425,0.0003997289,0.001120717,0.00049784,0.001125923,0.0004045343,0.0004417371,0.002700462],"category_scores_gemma":[0.002001388,0.0001581823,0.00009934363,0.001460959,0.0002055683,0.001056827,0.0009623666,0.0003414623,0.0007849348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006079259,"about_ca_system_score_gemma":0.0001452401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003211454,"about_ca_topic_score_gemma":0.003674807,"domain_scores_codex":[0.99979,0.00006724753,0.000007120167,0.000053192,0.00003774036,0.00004461672],"domain_scores_gemma":[0.9991835,0.0002943509,0.0001583295,0.0001200459,0.00008812398,0.0001557056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003823085,0.0005023628,0.6706175,0.0003282216,0.0002108764,0.0009733664,0.001591341,0.02312844,0.04692714,0.05619311,0.003803578,0.1919009],"study_design_scores_gemma":[0.0001320905,0.0008531159,0.6172448,0.00011545,0.0001657932,0.001671078,0.00135685,0.297041,0.03291666,0.02091172,0.02751171,0.0000797442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814542,0.001487462,0.009154127,0.00003729939,0.00002149895,0.00003497717,0.000627947,0.0001583919,0.007024056],"genre_scores_gemma":[0.9957487,0.0001862575,0.00231589,0.000008280129,0.000009587729,0.00001118807,0.0005114143,0.00001628595,0.001192501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003211454,"threshold_uncertainty_score":0.009033918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005535996479040448,"score_gpt":0.2032956728044431,"score_spread":0.1977596763254026,"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."}}