{"id":"W2749944041","doi":"10.18452/1137","title":"The Theses Canada Online Portal at the National Library of Canada","year":2003,"lang":"en","type":"article","venue":"edoc Publication server (Humboldt University of Berlin)","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"National library; Library science; Political science; World Wide Web; 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":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":true,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006174874,0.001358437,0.002775457,0.01235875,0.01461954,0.0220373,0.003634235,0.003737238,0.502903],"category_scores_gemma":[0.03373826,0.001108648,0.000964401,0.03332715,0.004010139,0.007951467,0.005501429,0.00326501,0.3120632],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06450269,"about_ca_system_score_gemma":0.3054333,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9190119,"about_ca_topic_score_gemma":0.944222,"domain_scores_codex":[0.9901485,0.0006197345,0.0006243659,0.0008006194,0.006404516,0.001402062],"domain_scores_gemma":[0.9348242,0.003207309,0.001216665,0.005149551,0.04332021,0.01228204],"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":[0.00001494497,0.00001695262,0.0001474372,0.0002574562,0.000004922626,0.00004827702,0.00008147125,0.00003052621,0.00007772076,0.006453868,0.9716339,0.02123247],"study_design_scores_gemma":[0.000008581777,0.000002892702,0.0004285988,0.000135153,0.000003804634,0.0000171335,0.000147319,0.00003033025,0.000047012,0.0006412191,0.9985146,0.00002329778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005387686,0.002741846,0.001471321,0.01307472,0.002174865,0.0006103007,0.1336759,0.006604481,0.8391078],"genre_scores_gemma":[0.00707195,0.009857822,0.01013764,0.00780917,0.0007414315,0.0006158566,0.1174469,0.004212527,0.8421066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9779627,"threshold_uncertainty_score":0.7090485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114681984659067,"score_gpt":0.1716366506299488,"score_spread":0.1604898307833582,"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."}}