{"id":"W4385814347","doi":"10.1016/j.newar.2023.101684","title":"A critical review of period analyses and implications for mass exchange in W UMa eclipsing binaries: Paper 4","year":2023,"lang":"en","type":"review","venue":"New Astronomy Reviews","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Physics; Astronomy; Period (music); Astrophysics; Astrobiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006006721,0.0005749131,0.003765508,0.0001791024,0.0001150705,0.00005236229,0.0002702728,0.00009877425,0.0003578208],"category_scores_gemma":[0.0002402379,0.0004512587,0.0008359305,0.0004833263,0.0001190258,0.0001298059,0.0001076838,0.0002659227,0.00005176826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004463204,"about_ca_system_score_gemma":0.0002761465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110312,"about_ca_topic_score_gemma":0.00001455348,"domain_scores_codex":[0.9970288,0.0002352534,0.00158776,0.0006153161,0.00008934616,0.0004435082],"domain_scores_gemma":[0.9976215,0.0009433115,0.0006344561,0.0005756192,0.00007870643,0.0001464188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000153425,0.00002477413,0.002803048,0.1039764,0.0001870324,2.042074e-7,0.0000390094,5.692895e-8,6.824459e-8,0.0003870025,0.009166881,0.883414],"study_design_scores_gemma":[0.0001598863,0.00004013376,0.00028433,0.09122346,0.001960443,0.000002484448,0.00002556148,6.249965e-7,5.252375e-8,0.0002235244,0.9057737,0.0003057694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.016779e-7,0.9907315,0.003614684,0.0003406234,0.0001318049,0.002587634,0.0001656337,0.00001524791,0.002412811],"genre_scores_gemma":[7.684282e-7,0.9875694,0.009920584,0.00007875387,0.0005445835,0.001117446,0.000455516,0.0000528364,0.0002601292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8966069,"threshold_uncertainty_score":0.9997939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1995285364247323,"score_gpt":0.4249246594255024,"score_spread":0.2253961230007701,"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."}}