{"id":"W4415603181","doi":"10.32662/gjfr.v8i2.4055","title":"PERAN MASYARAKAT DALAM PELESTARIAN EKOSISTEM MANGROVE BERBASIS PERIKANAN BERKELANJUTAN","year":2025,"lang":"","type":"article","venue":"Gorontalo Journal of Forestry Research","topic":"Marine and Coastal Ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Mangrove; Sugar; Mangrove ecosystem","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005335177,0.0006862275,0.001191495,0.0007261312,0.00123709,0.0008041009,0.003587743,0.0005267021,0.00726094],"category_scores_gemma":[0.0005425597,0.0006245772,0.0008239651,0.001570893,0.001122305,0.00115209,0.002742105,0.002959237,0.0004183931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002450592,"about_ca_system_score_gemma":0.001141561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004170556,"about_ca_topic_score_gemma":0.00871237,"domain_scores_codex":[0.9904317,0.001045744,0.002178237,0.0009444855,0.003357564,0.002042226],"domain_scores_gemma":[0.9955677,0.0003883378,0.0007097356,0.001618974,0.0004316444,0.001283629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002435833,0.002047493,0.5809078,0.001560071,0.001170408,0.003291956,0.003568066,0.0005479515,0.006775073,0.005106899,0.04580772,0.3467808],"study_design_scores_gemma":[0.006209892,0.005872242,0.6147847,0.003538964,0.0005166769,0.00247435,0.03119773,0.003767679,0.003892923,0.006241526,0.3197643,0.001739005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8015708,0.003371951,0.0001004838,0.004300182,0.001452618,0.0009038393,0.00008285706,0.00001933164,0.188198],"genre_scores_gemma":[0.9555113,0.001212806,0.0004205951,0.0001073853,0.0005836388,0.00002177139,0.00001065683,0.0000666479,0.04206519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3450418,"threshold_uncertainty_score":0.9996206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0258811235469733,"score_gpt":0.3238869684702299,"score_spread":0.2980058449232565,"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."}}