{"id":"W2765947329","doi":"10.1080/08920753.2017.1373449","title":"Conceptualizing Social Outcomes of Large Marine Protected Areas","year":2017,"lang":"en","type":"article","venue":"Coastal Management","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Colorado State University; Waitt Foundation; Oak Foundation","keywords":"Commonwealth; Social change; Scope (computer science); Geography; Political science; Environmental resource management; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001285995,0.0001103507,0.0001889257,0.00001558413,0.0004356137,0.00003149228,0.00028789,0.00001876592,0.0009603092],"category_scores_gemma":[0.00002016053,0.00009112577,0.00006362643,0.00003091202,0.0001295522,0.0001171369,0.003767372,0.00004333887,0.0001436046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003062365,"about_ca_system_score_gemma":0.000001211197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007986775,"about_ca_topic_score_gemma":0.001624114,"domain_scores_codex":[0.9992087,0.0000159803,0.0001691658,0.0001928155,0.0002003141,0.0002130061],"domain_scores_gemma":[0.9995212,0.000006610023,0.0001669962,0.0002673303,0.000007997085,0.00002986003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002491087,0.0001565304,0.9358999,0.00009125932,0.0001212284,0.00002403964,0.0003423932,0.000002048833,0.000181051,0.007065885,0.005000999,0.0510898],"study_design_scores_gemma":[0.0005130152,0.00002850167,0.9747093,0.000007841903,0.00002175114,3.756786e-7,0.0003422231,0.00003842144,0.00007415186,0.0007877751,0.02336648,0.0001101096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7216876,0.000004489895,0.0003180466,0.0007185269,0.0002366325,0.0006198706,0.00002065646,0.00005310787,0.2763411],"genre_scores_gemma":[0.9880764,0.000005652946,0.0002150071,0.00004642225,0.00002515482,0.00005048385,0.000004899991,0.000007348327,0.01156857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2663889,"threshold_uncertainty_score":0.999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832393925389912,"score_gpt":0.2610504537060736,"score_spread":0.2427265144521745,"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."}}