{"id":"W2171585883","doi":"10.14430/arctic4179","title":"Early Career Researchers and Mentors Work Together to Shape the Future of the Arctic Monitoring and Assessment Programme","year":2012,"lang":"en","type":"article","venue":"ARCTIC","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Arctic; The arctic; Work (physics); Career development; Public relations; Political science; Psychology; Pedagogy; Engineering; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.001021518,0.00008799618,0.0001050942,0.00002478868,0.000732935,0.00005746655,0.0001922879,0.00004734429,0.00001828255],"category_scores_gemma":[0.0001728128,0.000046274,0.00003718386,0.0003051714,0.0005311414,0.0001064469,0.000214029,0.0002077838,0.000002890597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009864031,"about_ca_system_score_gemma":0.00005387153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006897585,"about_ca_topic_score_gemma":0.0004957559,"domain_scores_codex":[0.9986212,0.0002604901,0.0001068132,0.0001247382,0.00041012,0.0004766687],"domain_scores_gemma":[0.9993197,0.0002279058,0.0000482963,0.0001688773,0.00005539016,0.0001798033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006392685,0.00001772643,0.9026811,0.0000160983,0.00004915875,1.545843e-7,0.07601336,1.786838e-7,0.000006759394,0.004347686,0.0001503428,0.01671111],"study_design_scores_gemma":[0.00008121224,0.00003019131,0.9321489,0.00005135109,0.00003040048,4.469222e-7,0.03590583,4.643675e-7,0.000007121053,0.0006339018,0.03104544,0.00006476667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505409,0.002327731,0.000001255052,0.04319436,0.0003203201,0.0004627197,8.351419e-7,0.00001268447,0.00313919],"genre_scores_gemma":[0.9974879,0.0002619723,0.0003502529,0.0001488327,0.0006574721,0.00004423728,5.289493e-8,0.000009500149,0.001039793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04694698,"threshold_uncertainty_score":0.9997156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08517046566316942,"score_gpt":0.3737885115729196,"score_spread":0.2886180459097502,"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."}}