{"id":"W2910255777","doi":"10.1080/08941920.2018.1511023","title":"Public Brainpower: Civil Society and Natural Resource Management","year":2019,"lang":"en","type":"article","venue":"Society & Natural Resources","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Natural Resources; University of Calgary","funders":"","keywords":"Natural resource management; Natural resource; Civil society; Natural (archaeology); Resource (disambiguation); Resource management (computing); Political science; Environmental ethics; Environmental resource management; Environmental planning; Natural resource economics; Geography; Economics; Politics; Computer science; Archaeology; Law","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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003838094,0.0002882034,0.0003924112,0.00005852955,0.000299096,0.00006086722,0.0002390488,0.002044786,0.0001492336],"category_scores_gemma":[0.00003406419,0.0002111774,0.0005497088,0.0004505671,0.0004431631,0.000122254,0.0003139494,0.003988673,0.00008755874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007908941,"about_ca_system_score_gemma":0.00002074959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006416398,"about_ca_topic_score_gemma":0.000003577236,"domain_scores_codex":[0.9981954,0.0000397886,0.0002706727,0.0005603074,0.0003643975,0.0005694837],"domain_scores_gemma":[0.9991533,0.00009483403,0.0001117495,0.0004463747,0.00005326301,0.0001405378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006502165,0.000518081,0.03105823,0.001975844,0.005912793,0.0001117697,0.02252408,0.000003613851,0.03280211,0.0161603,0.7801209,0.1081621],"study_design_scores_gemma":[0.002227078,0.0001509179,0.01654165,0.0001647011,0.0001549837,0.0001224509,0.005556935,0.0008422634,0.0003752318,0.0001707453,0.9733417,0.0003513512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8810515,0.03377637,0.00001344145,0.06622732,0.0004880517,0.0007509878,0.000003415135,0.0004532901,0.01723562],"genre_scores_gemma":[0.9475197,0.003016427,0.001197804,0.009592348,0.000147158,0.000009701818,0.00003258856,0.00003067107,0.03845365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1932208,"threshold_uncertainty_score":0.9992508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006751459817951591,"score_gpt":0.2191953533307008,"score_spread":0.2124438935127493,"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."}}