{"id":"W6981903517","doi":"","title":"Fluid resource and conservation frontiers in Switzerland and beyond: Futurity, visuality, and materiality","year":2023,"lang":"en","type":"dissertation","venue":"Zurich Open Repository and Archive (University of Zurich)","topic":"Genome Rearrangement Algorithms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materiality (auditing); Solidarity; Citizen journalism; Biodiversity; Resource (disambiguation); Vulnerability (computing)","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"],"consensus_categories":[],"category_scores_codex":[0.0005452691,0.0002079051,0.0003629883,0.0001496641,0.0002635007,0.00009612695,0.0001995374,0.0002067462,0.000002490335],"category_scores_gemma":[0.00001679141,0.0002515752,0.00003110536,0.0000904937,0.0001880597,0.00002662911,0.0005347837,0.0001218134,3.710687e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001061374,"about_ca_system_score_gemma":0.00005357533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273413,"about_ca_topic_score_gemma":0.0009076699,"domain_scores_codex":[0.9986008,0.0003476335,0.0001894015,0.0005725081,0.000122425,0.0001672324],"domain_scores_gemma":[0.9994048,0.00004499767,0.0002040023,0.0001958216,0.00004503734,0.0001053423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00454753,0.0003362456,0.2815069,0.003503111,0.0009963646,0.0002530155,0.01973513,0.000003747938,0.6426402,0.0004431847,0.03491578,0.01111882],"study_design_scores_gemma":[0.00293622,0.0005551786,0.9488495,0.0002368745,0.0002718373,0.00005029381,0.02304598,0.0001666455,0.005063009,0.00177159,0.01627635,0.0007765404],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963373,0.001097369,0.00009338516,0.0001192852,0.0001593968,0.0004883028,0.00007054203,0.000009152285,0.001625296],"genre_scores_gemma":[0.9685473,0.007380014,0.0071025,0.0001038432,0.0001777133,0.000007613531,0.003419176,0.00007745443,0.01318434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6673426,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007476292255566398,"score_gpt":0.222907790493174,"score_spread":0.2154314982376076,"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."}}