{"id":"W4399049238","doi":"10.5194/gmd-2024-57","title":"Learning from conceptual models – a study of emergence of cooperation towards resource protection in a social-ecological system","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Seventh Framework Programme","keywords":"Resource (disambiguation); Conceptual model; Environmental resource management; Ecology; Knowledge management; Business; Computer science; Economics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003697756,0.0004808801,0.0005473846,0.0006791186,0.0008723729,0.002240088,0.001122436,0.001521456,0.003202127],"category_scores_gemma":[0.02166311,0.0003303895,0.0006504956,0.0004842729,0.003202786,0.003322226,0.001891903,0.001808314,0.0001347947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002204031,"about_ca_system_score_gemma":0.0009554779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002863023,"about_ca_topic_score_gemma":0.002371863,"domain_scores_codex":[0.9975884,0.00180537,0.00006164483,0.0002359098,0.000156725,0.000151964],"domain_scores_gemma":[0.9847111,0.01173953,0.001446451,0.0007543642,0.0004603379,0.0008881724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001363567,0.0003859916,0.01775347,0.0001348969,0.0001473359,0.0006246749,0.00325439,0.6064784,0.002187567,0.3554594,0.000694216,0.01274341],"study_design_scores_gemma":[0.00001908862,0.00007275907,0.001138781,0.00001065595,0.00001125864,0.00004588398,0.0008322572,0.9138131,0.0001372937,0.08338861,0.0005161825,0.00001409755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8339012,0.0001014465,0.1540701,0.001703426,0.00001773885,0.0001295031,0.00007255222,0.00005354064,0.00995058],"genre_scores_gemma":[0.9881756,0.00002913401,0.01136435,0.00003624445,0.00000432419,0.00004773676,0.00002728532,0.000006401975,0.0003089213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003697756,"threshold_uncertainty_score":0.01955581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.35025262227524,"score_gpt":0.415232707344786,"score_spread":0.06498008506954606,"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."}}