{"id":"W4408459485","doi":"10.53055/icimod.1085","title":"ICIMOD Annual Report 2023","year":2024,"lang":"en","type":"report","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; International Development Research Centre","keywords":"Environmental 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":[],"consensus_categories":[],"category_scores_codex":[0.001620436,0.0009296608,0.0003260619,0.001281714,0.0008653895,0.002936539,0.001310218,0.001527245,0.09529683],"category_scores_gemma":[0.002868158,0.0003142815,0.0003429799,0.001715614,0.0002500589,0.00130173,0.001209071,0.001513482,0.06554996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002878363,"about_ca_system_score_gemma":0.008587788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.055197,"about_ca_topic_score_gemma":0.05358906,"domain_scores_codex":[0.9985321,0.00007695318,0.00005735694,0.00009726643,0.00105838,0.0001779515],"domain_scores_gemma":[0.998816,0.00008372906,0.00007597401,0.00007888378,0.0008130617,0.0001323092],"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":[0.00004883558,0.00002526557,0.0003790965,0.00009303998,0.000002841092,0.00003053937,0.00001315588,0.00007026047,0.0001738448,0.001021918,0.9881763,0.009964943],"study_design_scores_gemma":[0.000005889872,0.000006711304,0.001388716,0.00003111814,0.000001332472,0.00001043559,0.00001924093,0.00002669042,0.0001110981,0.00009411357,0.9983022,0.000002449371],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002446077,0.0034797,0.001000092,0.0108901,0.01363576,0.001195848,0.2404425,0.0008019462,0.7261081],"genre_scores_gemma":[0.008831832,0.004478382,0.002954217,0.003288599,0.002093981,0.001659111,0.1681698,0.0005141198,0.80801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09529683,"threshold_uncertainty_score":0.3187997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04552641609560327,"score_gpt":0.2787395229807461,"score_spread":0.2332131068851428,"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."}}