{"id":"W4411256043","doi":"10.1007/978-981-96-4868-9","title":"GlobalArctic","year":2025,"lang":"en","type":"book","venue":"","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Galatasaray Üniversitesi; Universität Hamburg; Queen's University","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004026167,0.001197499,0.0007189887,0.002427036,0.002265236,0.00492793,0.0009696595,0.001299793,0.4221644],"category_scores_gemma":[0.001067576,0.0002645451,0.0003642265,0.003534447,0.0006727547,0.002772738,0.002663698,0.002099516,0.2083206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652331,"about_ca_system_score_gemma":0.001682913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007209074,"about_ca_topic_score_gemma":0.01426691,"domain_scores_codex":[0.9996157,0.00005191296,0.00002692664,0.0001049826,0.0001354894,0.00006494964],"domain_scores_gemma":[0.9996396,0.00004416216,0.00004259064,0.00005347838,0.0001457517,0.00007441289],"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":[0.0001655508,0.00004573939,0.001609816,0.0007587085,0.00001868087,0.0006481271,0.0006486728,0.0001831435,0.001020168,0.04255148,0.7545498,0.1978001],"study_design_scores_gemma":[0.000003057985,0.000004931624,0.0005518252,0.00009024314,0.000001564344,0.00009415428,0.0001414242,0.00001722232,0.00008188304,0.0007311417,0.9982798,0.000002781973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002345319,0.01005916,0.0007312004,0.004795675,0.006941119,0.00009291995,0.00869601,0.0007253358,0.9656133],"genre_scores_gemma":[0.01402356,0.00722498,0.001236304,0.0017944,0.0009552643,0.00009020052,0.007553309,0.0005791629,0.9665428],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4221644,"threshold_uncertainty_score":0.8242124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009226362491369322,"score_gpt":0.1858053313287547,"score_spread":0.1765789688373854,"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."}}