{"id":"W4385599868","doi":"10.59962/9780774831109-003","title":"Preface","year":2016,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005437515,0.0006586786,0.0004814508,0.001917442,0.004552793,0.004288788,0.001046676,0.001268029,0.3036292],"category_scores_gemma":[0.002498491,0.000273694,0.0003027029,0.002241992,0.001105105,0.002732058,0.001833232,0.002942078,0.1301501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006698868,"about_ca_system_score_gemma":0.005201304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06557693,"about_ca_topic_score_gemma":0.1049522,"domain_scores_codex":[0.9994354,0.00005284,0.0000196966,0.00008886448,0.0003325752,0.00007072419],"domain_scores_gemma":[0.9990086,0.0001118371,0.00002466965,0.00007572158,0.0005923743,0.0001868536],"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":[0.000009730043,0.000008844177,0.0000539856,0.00006763643,6.429739e-7,0.00003574262,0.00031463,0.00003274145,0.0000700841,0.01658776,0.9523507,0.03046747],"study_design_scores_gemma":[4.057338e-7,0.000001233224,0.00007372628,0.00004088915,2.186615e-7,0.00001270544,0.00006643189,0.000003982565,0.00001461634,0.0006093654,0.9991754,0.00000102395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005599356,0.01006429,0.001022023,0.009215293,0.02276491,0.0001220512,0.002993426,0.0003659949,0.9528921],"genre_scores_gemma":[0.002166312,0.003143491,0.0003302628,0.001238792,0.001503563,0.00003679297,0.001286044,0.000170061,0.9901246],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3036292,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421633315704941,"score_gpt":0.2213455818292467,"score_spread":0.1971292486721973,"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."}}