{"id":"W7028485462","doi":"","title":"Feature Story: Master's student research receives royal treatment","year":2017,"lang":"en","type":"other","venue":"oURspace (University of Regina)","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Queen (butterfly); Feature (linguistics); Graduate research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001363,0.0001949104,0.0002961607,0.0002885819,0.0001522731,0.00003629385,0.0005141291,0.0001730612,0.00002361065],"category_scores_gemma":[0.000008020268,0.0002208555,0.0001011166,0.00008633063,0.000185829,0.00005878549,0.000108498,0.0003658074,0.0001014883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000259965,"about_ca_system_score_gemma":0.00004755604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003090212,"about_ca_topic_score_gemma":0.0005380402,"domain_scores_codex":[0.9989529,0.00004740808,0.00000429141,0.0002244717,0.0003781646,0.0003928274],"domain_scores_gemma":[0.9991049,0.00003233799,0.00003986793,0.0006154701,0.00004681308,0.0001605728],"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":[0.000006962125,0.00001678862,0.000050691,0.0001110677,0.0002296159,0.00007893541,0.0001886317,0.0006627369,0.0002405487,0.00008122469,0.9885439,0.009788912],"study_design_scores_gemma":[0.0003612878,0.0001240775,0.0003251774,0.0003063626,0.00002572215,7.873227e-7,0.0006554593,0.0008073015,0.00003067906,0.000003750295,0.9971766,0.0001827765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03744704,0.009587738,0.000509881,0.5022389,0.001008446,0.001209656,0.0002819895,0.00122429,0.4464921],"genre_scores_gemma":[0.004774509,0.00239416,0.0005443055,4.718208e-7,0.0001593658,0.000001060315,0.00001111493,0.0001612528,0.9919537],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5454617,"threshold_uncertainty_score":0.9006227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04233236530098106,"score_gpt":0.2707477102742627,"score_spread":0.2284153449732816,"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."}}