{"id":"W3113043879","doi":"","title":"Ramblings of a Variable-Star Addict: Introducing CCD Variable-Star Photometry","year":2006,"lang":"en","type":"article","venue":"Journal of the Royal Astronomical Society of Canada","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Variable star; Photometry (optics); Star (game theory); Physics; Astronomy; Variable (mathematics); Astrophysics; Mathematics; Stars; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001372624,0.0002854806,0.0004493176,0.0008433355,0.0007148474,0.002099343,0.001509332,0.0008199653,0.004303082],"category_scores_gemma":[0.00833965,0.0003705411,0.0002339749,0.0006856759,0.002543897,0.005209983,0.002823822,0.001675236,0.0008038204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005623593,"about_ca_system_score_gemma":0.0005437793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001779619,"about_ca_topic_score_gemma":0.00300593,"domain_scores_codex":[0.9993935,0.0001563283,0.00002371708,0.0001662929,0.0002083284,0.00005185654],"domain_scores_gemma":[0.9976287,0.0005853226,0.0002045512,0.001002887,0.0003786685,0.0001998078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001634569,0.0001271051,0.01609824,0.0000683784,0.00003350247,0.0002695901,0.00100664,0.006191096,0.008304991,0.7939847,0.005890031,0.1678623],"study_design_scores_gemma":[0.00004133835,0.0001508876,0.01119416,0.0001097185,0.00006255421,0.001233102,0.0006215576,0.2130783,0.01310101,0.6750121,0.08527707,0.0001182295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1581902,0.001012353,0.7690483,0.003692549,0.0007447926,0.0001437543,0.0003690706,0.002163226,0.06463569],"genre_scores_gemma":[0.7912374,0.0007129452,0.1894994,0.001220946,0.0004066047,0.00005091564,0.0001300633,0.0005614138,0.01618038],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004303082,"threshold_uncertainty_score":0.01439518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003959504788529348,"score_gpt":0.1752484776906318,"score_spread":0.1712889729021024,"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."}}