{"id":"W3196029677","doi":"","title":"Bridging Systems Modeling Advances Across Socioecological Domains II Posters","year":2020,"lang":"en","type":"article","venue":"AGU Fall Meeting 2020","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bridging (networking); Computer science; Data science; Geography; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003150982,0.0003612631,0.00086594,0.00008362736,0.001302615,0.001095732,0.001468806,0.0001672366,0.00004539496],"category_scores_gemma":[0.005477387,0.0002720265,0.000360019,0.0009200052,0.0001006651,0.0005687143,0.001328347,0.0004037206,0.0005513048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008088229,"about_ca_system_score_gemma":0.00006501232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003771272,"about_ca_topic_score_gemma":0.0002743248,"domain_scores_codex":[0.9933889,0.0004731938,0.00173178,0.001321274,0.002262667,0.0008221779],"domain_scores_gemma":[0.9962674,0.001697597,0.0006141743,0.0005957048,0.0003699034,0.0004552201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003655891,0.0001327083,0.1426641,0.0001328557,0.0001223301,0.0006177243,0.0207139,0.7347487,0.003490457,0.004819018,0.04351475,0.04867788],"study_design_scores_gemma":[0.0006746257,0.0002016641,0.0005503779,0.0001445759,0.00001314441,0.00005222794,0.01901205,0.9423423,0.00001251227,0.002018314,0.03446511,0.0005130699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297394,0.004152151,0.05669089,0.002763312,0.001367854,0.0003878984,0.00002891541,0.0003054653,0.004564076],"genre_scores_gemma":[0.9953686,0.00001936794,0.001663792,0.001570187,0.001011091,0.00002113057,0.000002530564,0.00003440755,0.0003089038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075936,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296827155621167,"score_gpt":0.3886483831653189,"score_spread":0.2589656676032022,"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."}}