{"id":"W6923454816","doi":"10.14288/1.0213605","title":"University of British Columbia Library Bulletin","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"Historical Philosophy and Science","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"National library; Digital library; Work (physics); Government (linguistics)","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":false,"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":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001395934,0.0009940478,0.001351646,0.005847221,0.01073748,0.01346726,0.001796101,0.003999883,0.4332344],"category_scores_gemma":[0.005973562,0.001048894,0.0005994632,0.009812008,0.001699051,0.002596214,0.002505027,0.003019713,0.1545322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02733495,"about_ca_system_score_gemma":0.06714809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8510625,"about_ca_topic_score_gemma":0.9434245,"domain_scores_codex":[0.9980149,0.0001050956,0.0001171988,0.0001778611,0.001185033,0.0003998555],"domain_scores_gemma":[0.9938619,0.0005100609,0.0001812609,0.0004378204,0.003916061,0.001092915],"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":[0.00002304078,0.00002077973,0.0003501808,0.0001383768,0.000004304608,0.00004973958,0.00008553745,0.00003467901,0.00006767364,0.001722153,0.9755242,0.02197926],"study_design_scores_gemma":[0.000005563658,0.00000355846,0.002658998,0.0001226132,0.000006914746,0.00001282634,0.0002390338,0.00003071658,0.00006680602,0.000148984,0.9966942,0.000009858561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002777334,0.01018753,0.0001951884,0.01645402,0.004337704,0.0001828638,0.02209802,0.0007579992,0.9430094],"genre_scores_gemma":[0.002315124,0.001908936,0.0001110725,0.0005394562,0.0001214384,0.00002958214,0.001602444,0.00007639996,0.9932955],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8510625,"threshold_uncertainty_score":0.8084223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0446318547075981,"score_gpt":0.1811124956170087,"score_spread":0.1364806409094105,"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."}}