{"id":"W4380048205","doi":"10.1080/00085006.2023.2200669","title":"Against academic “resourcification”: collaboration as delinking from extractivist “area studies” paradigms","year":2023,"lang":"en","type":"article","venue":"Canadian Slavonic Papers","topic":"Amazonian Archaeology and Ethnohistory","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002032676,0.0001953443,0.0002145493,0.00030384,0.001102841,0.00004437563,0.0002634447,0.000157385,0.001223144],"category_scores_gemma":[0.0001975419,0.0002058474,0.00006483594,0.0001801406,0.0007125529,0.0002083055,0.00002688574,0.0004425399,0.002398363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006885735,"about_ca_system_score_gemma":0.000890429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01295658,"about_ca_topic_score_gemma":0.456902,"domain_scores_codex":[0.9985879,0.00008631418,0.0002770522,0.0003728907,0.0001674318,0.0005084313],"domain_scores_gemma":[0.9989523,0.0002413891,0.0001114932,0.0002910204,0.0001022824,0.0003014689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004859471,0.0000164697,0.001716376,0.00002870245,0.0005943454,0.0003206174,0.5675151,0.0002836535,0.00119476,0.2164444,0.1637522,0.04808477],"study_design_scores_gemma":[0.0002090877,0.00001561037,0.001230108,0.00003893481,0.0000296171,0.000001389195,0.03865739,0.0001721098,0.00002081491,0.002486679,0.9568744,0.0002639188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7384672,0.004498369,0.000001818311,0.01419999,0.001763617,0.0003049287,0.0002941115,0.0003135425,0.2401564],"genre_scores_gemma":[0.9732493,0.0008700798,0.00001130216,0.003393251,0.0005571852,0.00006688682,0.0002672525,0.00003491791,0.0215498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7931222,"threshold_uncertainty_score":0.9996899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07542560971907268,"score_gpt":0.2950682685767056,"score_spread":0.2196426588576329,"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."}}