{"id":"W2322991452","doi":"","title":"Library Guides @ VIU: Ethnicity in Canada (Anth 335): Web Resources","year":2012,"lang":"en","type":"libguides","venue":"","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ethnic group; Political science; World Wide Web; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006891525,0.0002835778,0.0003928831,0.0001896483,0.0004304958,0.000359748,0.001219508,0.0003580536,0.007944897],"category_scores_gemma":[0.000199759,0.0002421646,0.00008809588,0.0008293286,0.0003512505,0.003156624,0.0001733798,0.0004690784,0.00006620858],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002727238,"about_ca_system_score_gemma":0.0169521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9800439,"about_ca_topic_score_gemma":0.9958227,"domain_scores_codex":[0.9966385,0.0004210963,0.0005715338,0.0004712613,0.001052391,0.0008451725],"domain_scores_gemma":[0.9986377,0.0003677149,0.0002558741,0.0003250307,0.00002817196,0.0003854953],"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":[0.000005430529,0.00002215545,0.03980747,0.0000272366,0.000006890808,0.00002412994,0.002171697,0.00000203958,0.000005596398,0.003697131,0.9518206,0.002409661],"study_design_scores_gemma":[0.00007021888,0.00001614133,0.008393573,0.00008494907,0.000007440363,7.114473e-7,0.006993219,0.0000144638,0.00008848896,0.0006255966,0.9833481,0.0003570383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05323327,0.00182005,8.757171e-7,0.01851947,0.002400923,0.0003617185,0.0001803539,0.0001670537,0.9233163],"genre_scores_gemma":[0.4533467,0.003489908,0.0006988981,0.009507897,0.004880148,0.00002762743,0.0003099286,0.00005905479,0.5276798],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4001135,"threshold_uncertainty_score":0.992962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524308447308006,"score_gpt":0.2811534558282041,"score_spread":0.245910371355124,"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."}}