{"id":"W2885984346","doi":"10.1007/s10668-018-0231-y","title":"Understanding the current state of collaboration in the production and dissemination of adaptation knowledge in Namibia","year":2018,"lang":"en","type":"article","venue":"Environment Development and Sustainability","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department for International Development; Department for International Development, UK Government; International Development Research Centre","keywords":"Adaptation (eye); Context (archaeology); Knowledge management; Stakeholder; Dissemination; Local adaptation; Business; Public relations; Political science; Geography; Sociology; Psychology; Computer science; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.005708867,0.00007229573,0.0001122602,0.0001757134,0.0001218395,0.00003523455,0.00009355487,0.00001790447,0.000003224769],"category_scores_gemma":[0.001243567,0.00004332427,0.00001126229,0.0005294408,0.0002784604,0.000196214,0.00003850719,0.00006741326,3.556028e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001709363,"about_ca_system_score_gemma":0.00008053594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008929651,"about_ca_topic_score_gemma":0.0006256716,"domain_scores_codex":[0.9983828,0.0003174288,0.0005348069,0.0002404725,0.0004256553,0.00009884551],"domain_scores_gemma":[0.9989438,0.0005689927,0.0001927606,0.0001657913,0.0001149881,0.0000136402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001217165,0.0002716734,0.2176543,0.00008824431,0.000005599742,2.45771e-7,0.2070597,0.002227768,0.0001080981,0.00230349,0.00004869838,0.5701104],"study_design_scores_gemma":[0.0001025959,0.00005949279,0.8682026,0.00005939082,0.000004892126,2.99657e-7,0.06437188,0.01845478,0.0001883524,0.04816629,0.0003158394,0.00007364137],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807826,0.0002345133,0.01758281,0.0008159427,0.00005820958,0.0004591937,0.000001157907,0.000002209908,0.00006333968],"genre_scores_gemma":[0.9996353,0.0001156696,0.0001787141,0.000002697057,0.000006374873,0.0000253855,0.000002659067,0.000002150678,0.00003098845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6505483,"threshold_uncertainty_score":0.1978591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09298978803263519,"score_gpt":0.3584001142915327,"score_spread":0.2654103262588975,"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."}}