{"id":"W6926431880","doi":"10.25316/wejs-6h92","title":"Malaspina College E-Bulletin (Nanaimo) [February, 2004]","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":[],"category_scores_codex":[0.00008020872,0.0002274789,0.0005231888,0.0003130254,0.0004584781,0.0000531586,0.0003815413,0.0001693322,0.001710657],"category_scores_gemma":[0.00001638558,0.0002771686,0.0001939549,0.0004370863,0.0001197008,0.0004465797,0.0002651012,0.0001883763,0.0006808044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001492927,"about_ca_system_score_gemma":0.0000620391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077944,"about_ca_topic_score_gemma":0.02589693,"domain_scores_codex":[0.9987636,0.00002376327,0.0002775197,0.000488727,0.00003065631,0.0004157347],"domain_scores_gemma":[0.9993634,0.00005829392,0.0001723816,0.0002886646,0.00001448301,0.0001027785],"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":[0.00006661162,0.00006045616,0.0179409,0.00002064711,0.0001234097,0.00002365975,0.0002183304,0.00001943607,3.263525e-7,0.1272339,0.8542004,0.00009187417],"study_design_scores_gemma":[0.001294282,0.00005010833,0.008890972,0.00002357172,0.00001640627,3.30048e-7,0.001158554,0.00006052471,0.00001759414,0.01100365,0.9771683,0.0003157662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02036599,0.001042109,0.00071981,0.009098674,0.001206063,0.0002363433,0.0004736228,0.000147234,0.9667102],"genre_scores_gemma":[0.3796788,0.0008856376,0.0002629567,0.0007646836,0.0001073853,0.000001909115,0.000007135518,0.00002072902,0.6182708],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3593128,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00814310122513778,"score_gpt":0.1684156341301596,"score_spread":0.1602725329050218,"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."}}