{"id":"W2930318613","doi":"10.5751/es-10716-240131","title":"The potential of models and modeling for social-ecological systems research: the reference frame ModSES","year":2019,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; European Commission","keywords":"Frame (networking); Ecology; Ecological systems theory; Environmental resource management; Computer science; Geography; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.07463833,0.002981896,0.00452441,0.007263389,0.002919408,0.008988099,0.005325768,0.01004561,0.005910086],"category_scores_gemma":[0.08319062,0.001740007,0.002792298,0.004436997,0.02157505,0.01992789,0.009938266,0.01564439,0.002092341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007816965,"about_ca_system_score_gemma":0.007620214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007011666,"about_ca_topic_score_gemma":0.004758448,"domain_scores_codex":[0.9575016,0.03240572,0.001995952,0.002199348,0.005438238,0.0004592889],"domain_scores_gemma":[0.8964274,0.07697684,0.002103987,0.01616129,0.006644646,0.001685812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000214778,0.00002251022,0.0001381192,0.0002290548,0.00004341781,0.00003944138,0.0002669544,0.002419621,0.00007183354,0.9604961,0.01307486,0.02317659],"study_design_scores_gemma":[0.00001514416,0.00002262668,0.0000575842,0.0003985074,0.00001711087,0.00003541744,0.0000808323,0.004002237,0.00007023026,0.9543423,0.04093859,0.00001941558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003549239,0.1984984,0.4859116,0.2528096,0.01058603,0.0001810738,0.0007366973,0.0008279294,0.04689937],"genre_scores_gemma":[0.1927513,0.1197526,0.6294711,0.02076375,0.02090442,0.002245137,0.001148459,0.0009934311,0.0119699],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07463833,"threshold_uncertainty_score":0.3947299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09097381754765095,"score_gpt":0.3175737239183837,"score_spread":0.2265999063707328,"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."}}