{"id":"W36213687","doi":"10.1017/s0252921100056888","title":"Summary and Future Directions","year":2000,"lang":"en","type":"article","venue":"International Astronomical Union Colloquium","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stars; Phenomenon; Astronomy; Physics; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007766131,0.001884541,0.002139584,0.002332652,0.002062022,0.007208873,0.004010636,0.008489609,0.100533],"category_scores_gemma":[0.01468063,0.0003702288,0.002180237,0.001932816,0.001861849,0.008408229,0.00426699,0.007480234,0.03265634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003098496,"about_ca_system_score_gemma":0.01313897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005082853,"about_ca_topic_score_gemma":0.005248293,"domain_scores_codex":[0.9958969,0.001110346,0.0004052079,0.0006826185,0.000969605,0.0009352922],"domain_scores_gemma":[0.9855216,0.00298097,0.0006937747,0.0008870471,0.006728535,0.003188119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004005698,0.0001822087,0.001596159,0.00521663,0.0001455625,0.0004831091,0.0003699857,0.0005602248,0.0004290688,0.04045246,0.5783097,0.3718543],"study_design_scores_gemma":[0.000036806,0.0001074958,0.0009196833,0.005343775,0.00008770888,0.0004283204,0.001247587,0.0001492163,0.0001825578,0.02842305,0.9630367,0.00003714522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001141251,0.3420579,0.00439721,0.5303402,0.06676688,0.0001825752,0.002508066,0.0005593396,0.05204661],"genre_scores_gemma":[0.02435026,0.5742022,0.0131371,0.2398903,0.05354938,0.0009075394,0.006658263,0.0002672714,0.08703776],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.100533,"threshold_uncertainty_score":0.3363163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005419009860923059,"score_gpt":0.2147022534448555,"score_spread":0.2092832435839324,"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."}}