{"id":"W6945237038","doi":"10.25316/55q6-zc12","title":"Malaspina College E-Bulletin (Nanaimo) [April, 2002]","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":"Perspective (graphical); Set (abstract data type); Context (archaeology); Work (physics); Point (geometry)","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":["insufficient_payload"],"category_scores_codex":[0.00007882342,0.0002210073,0.0005153645,0.0002988169,0.0004512004,0.00005385073,0.0003719793,0.0001670567,0.002802165],"category_scores_gemma":[0.00001748592,0.0002688254,0.0001863852,0.0004284831,0.0001165962,0.000435999,0.0002770954,0.0001832242,0.0009741083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001358847,"about_ca_system_score_gemma":0.0000559503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004419954,"about_ca_topic_score_gemma":0.0167202,"domain_scores_codex":[0.998791,0.00002299597,0.0002715278,0.0004770956,0.00002998285,0.0004073606],"domain_scores_gemma":[0.9993719,0.00005822963,0.0001717309,0.0002841796,0.00001471161,0.00009917968],"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":[0.00006110247,0.00005582155,0.009262216,0.00001969437,0.0001163531,0.00002014744,0.0001957736,0.00001512281,3.499171e-7,0.1423544,0.8478112,0.00008785592],"study_design_scores_gemma":[0.001204999,0.00004417926,0.00432444,0.00002139491,0.00001542529,2.764553e-7,0.001162842,0.00006661202,0.00001776047,0.007119999,0.9857205,0.0003015467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01370094,0.0008149338,0.0006164874,0.007721296,0.001145891,0.0002179559,0.0004492697,0.0001356233,0.9751976],"genre_scores_gemma":[0.2473494,0.001092092,0.0002888883,0.0007207214,0.0001065823,0.000001797425,0.000004802829,0.00002004466,0.7504157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2336484,"threshold_uncertainty_score":0.9999764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008508930222378152,"score_gpt":0.1678716562089214,"score_spread":0.1593627259865432,"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."}}