{"id":"W3102011902","doi":"10.1051/0004-6361:200810210/pdf","title":"PHotometry Assisted Spectral Extraction (PHASE) and identification of SNLS supernovae","year":2008,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Photometry (optics); Supernova; Extraction (chemistry); Physics; Identification (biology); Astrophysics; Astronomy; Chemistry; Chromatography; Biology; Botany","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001429846,0.0001882732,0.0003526158,0.0005496072,0.0001285696,0.00001304354,0.0002367266,0.0001725144,0.00009388437],"category_scores_gemma":[0.00002194719,0.0001874398,0.0001107797,0.0005996311,0.0005157348,0.0003049047,0.00007953512,0.0003037949,0.0000114151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002392945,"about_ca_system_score_gemma":0.00006994388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001563301,"about_ca_topic_score_gemma":0.00000630143,"domain_scores_codex":[0.9986722,0.000008171466,0.0005770011,0.000329739,0.000178785,0.0002341308],"domain_scores_gemma":[0.9991291,0.0000112166,0.0002495345,0.0004288203,0.0001320004,0.00004936173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002290712,0.0003615802,0.4321667,0.00003991717,0.0001168948,0.00000621579,0.00007499138,0.000005590369,0.487966,0.007611235,0.00003603324,0.07159197],"study_design_scores_gemma":[0.001336418,0.0001218767,0.3921242,0.00005997523,0.00005929415,0.00002821481,0.0001171953,0.00008051281,0.5936901,0.0005946399,0.01153827,0.0002492654],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930872,0.0001984165,0.004336733,0.000266284,0.0003635818,0.0002241038,0.00003716187,0.00009371748,0.001392813],"genre_scores_gemma":[0.9950441,0.00005981838,0.004482058,0.000004979224,0.0001408399,0.00001631035,0.00002495526,0.00001810836,0.0002088776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1057241,"threshold_uncertainty_score":0.7643572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825001491532952,"score_gpt":0.2636884983308244,"score_spread":0.2454384834154948,"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."}}