{"id":"W4413802744","doi":"10.24908/iqurcp19041","title":"DEAP 3600: Flasher Events","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Dark Matter and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Detector; Computer science; Ultraviolet; Physics; Optics; Computer hardware; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00237524,0.001021519,0.0005079115,0.001549355,0.001224954,0.00229203,0.001447968,0.0007469947,0.03189071],"category_scores_gemma":[0.003438916,0.0005578492,0.0004741979,0.001861528,0.0004131841,0.001799864,0.002369124,0.001844566,0.01237452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014289,"about_ca_system_score_gemma":0.0008086868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005015378,"about_ca_topic_score_gemma":0.00820927,"domain_scores_codex":[0.9988108,0.0001746648,0.00004081136,0.0002642944,0.0005793907,0.0001301042],"domain_scores_gemma":[0.9983985,0.000384177,0.0001049659,0.0005026439,0.0003391592,0.0002704611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002354395,0.0001887583,0.009525292,0.0003507151,0.0001203,0.0007601319,0.001537446,0.002242408,0.01053672,0.01027617,0.8538764,0.1082313],"study_design_scores_gemma":[0.0002621505,0.0001478538,0.01876455,0.0001366773,0.00004482971,0.0004883507,0.000477347,0.01183849,0.01878993,0.008907325,0.9399926,0.0001498724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1553056,0.002297673,0.0984706,0.004689306,0.002372545,0.0009808377,0.2029344,0.2480496,0.2848993],"genre_scores_gemma":[0.4704112,0.001098821,0.1604453,0.002527144,0.0007528749,0.001284014,0.2195698,0.05901837,0.08489246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03189071,"threshold_uncertainty_score":0.1066851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05270770413931,"score_gpt":0.3593176363924132,"score_spread":0.3066099322531032,"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."}}