{"id":"W6923401984","doi":"10.14288/1.0313256","title":"Vancouver Building Record","year":2016,"lang":"en","type":"article","venue":"Open Collections","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Process (computing); Agency (philosophy); Field (mathematics)","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":[0.0004427365,0.00003321362,0.00005626999,0.00003784312,0.003516179,0.0003802775,0.0003002617,0.00004795442,0.003109604],"category_scores_gemma":[0.0008334607,0.00002391392,0.00002153957,0.0007442193,0.0001034725,0.0002404052,0.0000711178,0.00003683177,0.0000178675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001164321,"about_ca_system_score_gemma":0.0002126638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02362963,"about_ca_topic_score_gemma":0.08374416,"domain_scores_codex":[0.9995101,0.00009428478,0.00007382368,0.0001177348,0.0000724876,0.0001315863],"domain_scores_gemma":[0.9994817,0.0002505315,0.00003543713,0.0001277579,0.00006781306,0.00003678944],"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":[0.000001566796,0.00001762274,0.0002723137,2.353723e-7,0.000004386564,1.464473e-7,0.0002123653,8.335898e-8,0.0001102919,0.02198247,0.9115565,0.06584197],"study_design_scores_gemma":[0.00007297904,0.00001061607,0.0000420399,0.000008389437,0.000002610342,1.197562e-7,0.002898195,3.259893e-7,0.0003486459,0.07288125,0.923687,0.00004785516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009054435,0.000007581372,0.008521539,0.005212493,0.002214245,0.0002223556,0.000003008582,0.0001301592,0.9827832],"genre_scores_gemma":[0.01091649,0.0001076602,0.06043043,0.00007946502,0.0001129421,0.00009769617,4.903752e-8,0.000004488205,0.9282508],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06579412,"threshold_uncertainty_score":0.9978017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0686299253405062,"score_gpt":0.4047848072322016,"score_spread":0.3361548818916954,"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."}}