{"id":"W7063511757","doi":"","title":"Adaptive Management in SDC: Challenges and Opportunities","year":2020,"lang":"en","type":"other","venue":"OpenDocs (Institute of Development Studies)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada; United States Agency for International Development; Department of Foreign Affairs and Trade, Australian Government; International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete; Department for International Development","keywords":"Flexibility (engineering); Adaptive management; Process (computing); Context (archaeology); Adaptation (eye); Complexity management; Best practice; Stakeholder; Order (exchange); Corporate governance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001660266,0.0003476526,0.0006445209,0.0003061969,0.00005400658,0.00001476648,0.0002741334,0.00004386437,0.01349352],"category_scores_gemma":[0.00000370807,0.0003266635,0.00003917581,0.00009188466,0.0001830816,0.00002496744,0.0009689926,0.0001605037,0.00003500764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001832385,"about_ca_system_score_gemma":0.0001760537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002221335,"about_ca_topic_score_gemma":0.0006248336,"domain_scores_codex":[0.9983726,0.00003265763,0.0004344323,0.0004684374,0.0003980385,0.0002938737],"domain_scores_gemma":[0.9994144,0.00002204367,0.0002147672,0.0002156503,0.00003788587,0.00009527031],"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":[0.00001968082,0.00009741168,0.00005040512,0.0005259477,0.00106027,0.0001036786,0.001101147,4.44591e-7,0.000001314963,0.04333706,0.1375616,0.8161411],"study_design_scores_gemma":[0.0008940524,0.00004019076,0.0004282553,0.0006940667,0.00003568722,3.105425e-7,0.006448959,0.000005696651,0.00001972668,0.00008162479,0.9910462,0.0003052333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004329638,0.01006222,0.00003959825,0.001393865,0.0002188102,0.001139861,0.00002243486,0.00002352365,0.9870564],"genre_scores_gemma":[0.002425105,0.05798389,0.00950298,0.00008307785,0.0001478465,0.0005951039,0.00008983351,0.0001519057,0.9290202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8534846,"threshold_uncertainty_score":0.9999185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120875035025703,"score_gpt":0.3075658474097629,"score_spread":0.1866908123840599,"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."}}