{"id":"W2997125088","doi":"","title":"Hands-On Astrophysics: variable stars for astronomy education and development","year":2001,"lang":"en","type":"article","venue":"IAU General Assembly","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Amateur; Variable star; Astronomy; Stars; Variable (mathematics); Physics; Astrophysics; Geography; Mathematics; Archaeology","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":[0.00254001,0.000757765,0.0002517099,0.001390134,0.002065497,0.004457321,0.001038139,0.00161539,0.06585048],"category_scores_gemma":[0.003654156,0.0002682426,0.0002422853,0.00144252,0.001546121,0.003446726,0.008607772,0.001463325,0.02647546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093275,"about_ca_system_score_gemma":0.00462145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422156,"about_ca_topic_score_gemma":0.005743781,"domain_scores_codex":[0.9988369,0.0003127072,0.00005563172,0.0001158028,0.0003747248,0.0003042783],"domain_scores_gemma":[0.9957086,0.0005314173,0.0001742721,0.0004138807,0.0003411992,0.002830556],"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":[0.00004608465,0.0002299667,0.002718137,0.0002056054,0.000003773231,0.0001042686,0.001243407,0.0001450589,0.001968546,0.03054548,0.2229137,0.739876],"study_design_scores_gemma":[0.00001325253,0.00009080815,0.004833878,0.0001523936,0.000002783588,0.0002192344,0.0004894245,0.0001020812,0.0007612038,0.007678543,0.9856457,0.00001073526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02016061,0.009947304,0.06018849,0.02755025,0.002931041,0.0006590838,0.000964649,0.008267571,0.869331],"genre_scores_gemma":[0.1628626,0.01673656,0.1175395,0.008203229,0.002260318,0.001429606,0.002860372,0.002402674,0.685705],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06585048,"threshold_uncertainty_score":0.2202918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236288085097763,"score_gpt":0.2467989767012345,"score_spread":0.2344360958502569,"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."}}