{"id":"W4254399141","doi":"10.1016/j.newar.2015.07.001","title":"A critical review of period analyses and implications for mass exchange in W UMa eclipsing binaries: Part 2","year":2015,"lang":"en","type":"review","venue":"New Astronomy Reviews","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Northern British Columbia; Positive Living North","funders":"","keywords":"Eclipse; Physics; Diagram; Period (music); Star (game theory); Astrophysics; Binary number; Astronomy; Computer science","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":[0.0007986689,0.0005766036,0.004020114,0.0001437521,0.00009098577,0.00005015355,0.0002669709,0.00009667415,0.0002816349],"category_scores_gemma":[0.0002072702,0.0004505124,0.0006917168,0.0003415578,0.0001313605,0.000120969,0.00009427311,0.0002523876,0.0000266721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005903592,"about_ca_system_score_gemma":0.0004362632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006720738,"about_ca_topic_score_gemma":0.000007124745,"domain_scores_codex":[0.9970663,0.0002778367,0.001552662,0.0005811186,0.00009985569,0.0004222929],"domain_scores_gemma":[0.997829,0.0005127515,0.0007292416,0.0005915453,0.0001330368,0.0002043892],"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":[0.000001945835,0.00003346046,0.003433943,0.06334367,0.0001335962,1.375605e-7,0.00004099475,4.997064e-8,1.703785e-8,0.0002429896,0.02315146,0.9096177],"study_design_scores_gemma":[0.0002010526,0.00005634,0.00007589799,0.06952331,0.002072635,0.000003760356,0.00002362863,6.338022e-7,4.968101e-8,0.0001822285,0.9275472,0.0003132372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.790298e-8,0.9882056,0.004271206,0.0002342425,0.0001537886,0.002509934,0.0001766784,0.000008767257,0.004439753],"genre_scores_gemma":[6.817789e-7,0.9844322,0.01316212,0.00005634598,0.0006975649,0.0008834441,0.0005377309,0.0000367002,0.000193244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9093045,"threshold_uncertainty_score":0.9997947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.222982281546275,"score_gpt":0.4283161943801312,"score_spread":0.2053339128338562,"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."}}