{"id":"W6945078453","doi":"10.25316/3bs5-qr21","title":"Malaspina College News Bulletin (Nanaimo) [May, 2003]","year":2025,"lang":"en","type":"article","venue":"VIUSpace (Vancouver Island University Library)","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Key (lock)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006846846,0.0002318739,0.0005402447,0.0002978004,0.0004451331,0.00005851066,0.0003793768,0.0001737414,0.001711648],"category_scores_gemma":[0.00002740633,0.0002805721,0.0001528723,0.0006742863,0.0001151738,0.0004392428,0.0002779187,0.0001888843,0.0006987961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440245,"about_ca_system_score_gemma":0.00008234067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183705,"about_ca_topic_score_gemma":0.03837135,"domain_scores_codex":[0.9987426,0.00002535436,0.0002852019,0.0004964399,0.00003022741,0.0004201549],"domain_scores_gemma":[0.9993461,0.0000441042,0.0001837308,0.0002953094,0.00002394085,0.0001068177],"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":[0.0000612133,0.0000549715,0.02072512,0.00001837799,0.0001112119,0.00002054081,0.0001870605,0.00001293596,2.104411e-7,0.1531959,0.8254825,0.0001300157],"study_design_scores_gemma":[0.001249383,0.0000481816,0.003506251,0.0000207079,0.00001628146,2.958801e-7,0.001663921,0.00005853931,0.00001266848,0.00550095,0.9876113,0.0003115466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01251072,0.0007075185,0.0005651774,0.01026552,0.001442807,0.000260755,0.0004607532,0.0001331964,0.9736536],"genre_scores_gemma":[0.1959409,0.001609886,0.0003959099,0.0009930433,0.0001230776,0.000002218733,0.000008081342,0.00002252987,0.8009043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1834302,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00922280355685772,"score_gpt":0.1722057819864275,"score_spread":0.1629829784295698,"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."}}