{"id":"W4292764413","doi":"10.5195/pur.2022.35","title":"The Golden Candle","year":2022,"lang":"en","type":"article","venue":"Pittsburgh Undergraduate Review","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto Mississauga; University of Toronto","keywords":"Theme (computing); Candle; Identity (music); Mentorship; Psychology; Linguistics; Sociology; Visual arts; Pedagogy; Art; Aesthetics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.006634815,0.0007589799,0.0008360079,0.001189788,0.008468022,0.007052096,0.001626805,0.003682161,0.01063336],"category_scores_gemma":[0.02482449,0.0004990463,0.0006111181,0.00165592,0.009793559,0.01242345,0.007558035,0.01035098,0.002141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005504386,"about_ca_system_score_gemma":0.00935323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01431216,"about_ca_topic_score_gemma":0.01870434,"domain_scores_codex":[0.9906825,0.005510075,0.0003067315,0.0007965144,0.00196618,0.0007380231],"domain_scores_gemma":[0.991731,0.003700872,0.0006256829,0.0006446195,0.001826823,0.001471091],"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":[0.0000335916,0.00001342683,0.0003999468,0.0004954729,0.00001373638,0.000518385,0.0252834,0.0000252165,0.00007955846,0.05696963,0.8821694,0.03399811],"study_design_scores_gemma":[0.000003696575,0.00001609547,0.0002187731,0.0006973617,0.000003403223,0.0003068856,0.01307651,0.000007680415,0.00004022419,0.001727844,0.9838952,0.000006475112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01043939,0.130775,0.001573048,0.7112801,0.04192705,0.000224414,0.0003344289,0.0001417015,0.103305],"genre_scores_gemma":[0.2469388,0.1380262,0.002507721,0.4576494,0.0150509,0.0008857718,0.0004740508,0.0003307631,0.1381365],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01431216,"threshold_uncertainty_score":0.03993732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07151192084471317,"score_gpt":0.445346991560468,"score_spread":0.3738350707157548,"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."}}