{"id":"W6904825858","doi":"10.14288/1.0340799","title":"The University of British Columbia","year":2016,"lang":"en","type":"article","venue":"Open Collections","topic":"Education, Philosophy, and Society","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Columbia university; Agency (philosophy); Work (physics)","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008232767,0.00001801896,0.00004430498,0.000002560037,0.004746593,0.0005761171,0.0001816523,0.00001200764,0.008181003],"category_scores_gemma":[0.00001342647,0.00001878314,0.00003645838,0.00005052349,0.0002611429,0.0001247751,0.00003774513,0.00002199988,0.00001235174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002909484,"about_ca_system_score_gemma":0.00008728949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2585547,"about_ca_topic_score_gemma":0.8245472,"domain_scores_codex":[0.9997584,0.00002669035,0.00005074786,0.00006367613,0.00004140722,0.00005907519],"domain_scores_gemma":[0.9996428,0.00008932246,0.00002957546,0.0001015,0.0001204589,0.00001627162],"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":[0.000001258013,0.00003041124,0.00009377665,9.03208e-7,0.00001619904,9.647796e-8,0.002199187,2.966675e-8,0.000001491765,0.004121812,0.9929495,0.0005853642],"study_design_scores_gemma":[0.0001539594,0.00001923146,0.0007077957,0.00001156102,0.000008736858,7.86304e-7,0.009379785,5.71507e-7,6.881245e-7,0.01206796,0.9776146,0.00003430611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005326385,0.00002772687,0.00001105471,0.001325362,0.0005077455,0.0001685364,0.0002390385,0.00001432314,0.9923798],"genre_scores_gemma":[0.1031568,0.0001349904,0.00001891051,0.00003191115,0.0001298872,0.000002634586,9.103142e-7,0.000002947411,0.896521],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5659925,"threshold_uncertainty_score":0.9965491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603781954035694,"score_gpt":0.2121168572380499,"score_spread":0.186079037697693,"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."}}