{"id":"W6985204642","doi":"","title":"9781552388556.pdf","year":2017,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental history; Indigenous; Scholarship; Value (mathematics); Politics; Relevance (law); Arctic; Circumpolar star; Political history","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":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006041409,0.0004204413,0.0005401475,0.0005853188,0.001138441,0.004991839,0.007129765,0.0001627438,0.8987793],"category_scores_gemma":[0.002847606,0.0002680591,0.0002619179,0.0005777869,0.0004583993,0.000429472,0.001837502,0.0003282397,0.9902844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007658102,"about_ca_system_score_gemma":0.0001934047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005435418,"about_ca_topic_score_gemma":0.0008370722,"domain_scores_codex":[0.9942824,0.0003294709,0.0006865746,0.001546574,0.002655745,0.0004992753],"domain_scores_gemma":[0.9909549,0.0007869271,0.001461678,0.006435337,0.000202591,0.0001585306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000346062,0.0000205,0.00007656449,0.000004163955,0.00004108492,0.000005375727,0.00002645321,0.000005144932,0.000001080089,0.0009020688,0.3194253,0.6794888],"study_design_scores_gemma":[0.000242438,0.00001656232,0.0007982483,0.00008972811,0.00005520464,0.000006972921,0.00007367175,0.0004430021,0.000002496525,0.004914585,0.9930071,0.000349938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001011724,0.000004086422,0.005398416,0.002206783,0.006366256,0.0006551585,5.466812e-8,0.0001887605,0.9851704],"genre_scores_gemma":[0.00068135,0.00003631529,0.000948309,0.0004985664,0.001046082,0.00003933749,0.0002763648,0.0001688299,0.9963049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6791389,"threshold_uncertainty_score":0.9999772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454753954164709,"score_gpt":0.4136425227428799,"score_spread":0.2681671273264091,"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."}}