{"id":"W4408429483","doi":"10.5194/egusphere-egu25-15764","title":"Experience of the Research and Transfer Centre &amp;#8220;Sustainable Development and Climate Change Management (FTZ NK)&amp;#8221; at HAW Hamburg in supporting European-African collaboration on climate change adaptation capacity development&amp;#160;&amp;#160;","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Climate Change and Sustainable Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Adaptation (eye); Sustainable development; Capacity building; Environmental resource management; Capacity development; Climate change adaptation; Business; Environmental planning; Political science; Geography; Economic growth; Environmental science; Economics; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004877573,0.0009253735,0.0008386161,0.0007748225,0.001527857,0.0003529577,0.0008479533,0.0003586638,0.0006133171],"category_scores_gemma":[0.0001473895,0.0008121825,0.00009455955,0.001803905,0.0005669175,0.0005454009,0.005951248,0.0008172545,0.00009626747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00340385,"about_ca_system_score_gemma":0.0001712829,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001768111,"about_ca_topic_score_gemma":0.05355495,"domain_scores_codex":[0.9915212,0.000823597,0.001678847,0.002005315,0.001740026,0.002231058],"domain_scores_gemma":[0.9976495,0.0002076948,0.0004388614,0.00104528,0.0003135169,0.0003451845],"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":[0.0008617057,0.001131865,0.1379601,0.008425571,0.0001523543,0.0001011167,0.80024,0.0003784414,0.0009211254,0.002439732,0.001173995,0.04621406],"study_design_scores_gemma":[0.002918446,0.0001249193,0.3374859,0.004058308,0.0001177832,0.00001902989,0.1869108,0.0002147149,0.004562447,0.000632456,0.4598535,0.003101728],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743227,0.0002048699,0.0002779248,0.001113887,0.000263334,0.00517431,0.0001195742,0.0001040965,0.0184193],"genre_scores_gemma":[0.9436599,0.005441206,0.02290762,0.0007901145,0.0001040363,0.003035611,0.0009651961,0.0001607502,0.02293556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6133292,"threshold_uncertainty_score":0.999772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1421678644518329,"score_gpt":0.3202568393523682,"score_spread":0.1780889749005353,"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."}}