{"id":"W7100939998","doi":"","title":"Final Report: Visualization and Classification for Astronomical Object Spectra","year":2013,"lang":"en","type":"article","venue":"","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sky; Visualization; Object (grammar); Astronomical Objects; Data visualization; Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00246588,0.002948406,0.001171654,0.00444599,0.0009598438,0.004666943,0.002306768,0.001369537,0.1449825],"category_scores_gemma":[0.01072028,0.0006105615,0.001578018,0.003522037,0.0003344482,0.003396089,0.002494267,0.002054057,0.08958998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007411357,"about_ca_system_score_gemma":0.001869085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01429153,"about_ca_topic_score_gemma":0.01481171,"domain_scores_codex":[0.9981689,0.0002166819,0.0001842832,0.0004053062,0.0007814364,0.0002433011],"domain_scores_gemma":[0.9920213,0.0008900301,0.0002622481,0.002447282,0.003657534,0.0007216408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001626471,0.00005696503,0.0009648842,0.0001374346,0.00002966726,0.00004385331,0.00006341794,0.0003224692,0.0008822167,0.0003951454,0.9653571,0.03158423],"study_design_scores_gemma":[0.0004997888,0.0001015486,0.01013279,0.0003382169,0.00007551121,0.0002067582,0.0003737935,0.02955804,0.01232341,0.007783935,0.9384717,0.0001345186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.005110365,0.0005739368,0.03429303,0.002160596,0.002230081,0.0004869373,0.6498923,0.2933714,0.01188129],"genre_scores_gemma":[0.02289264,0.0005593021,0.08517078,0.0003540354,0.0004897063,0.0007177268,0.8481751,0.02370882,0.0179319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1449825,"threshold_uncertainty_score":0.4850149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134045974996431,"score_gpt":0.3199652328822558,"score_spread":0.2886247731322915,"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."}}