{"id":"W4412408968","doi":"10.57213/abdimas.v8i2.321","title":"PEMBERDAYAAN MASYARAKAT DAN MAHASISWA DALAM PENGEMBANGAN EKOWISATA MANGROVE KLAWALU BERBASIS KONSERVASI LINGKUNGAN","year":2025,"lang":"id","type":"article","venue":"Jurnal Pengabdian Masyarakat Kesosi","topic":"Community-based Tourism Development and Sustainability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Mangrove; Geography; Ecology","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.007114534,0.001958703,0.00223895,0.001393496,0.006827852,0.002204101,0.00475462,0.001437683,0.0009920006],"category_scores_gemma":[0.002315612,0.002181259,0.001541312,0.004172853,0.00214993,0.001617199,0.00193229,0.004792409,0.0006075772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002920817,"about_ca_system_score_gemma":0.004859879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004851916,"about_ca_topic_score_gemma":0.01770916,"domain_scores_codex":[0.9839942,0.005008547,0.002598272,0.002354098,0.002429733,0.003615147],"domain_scores_gemma":[0.9901833,0.002585213,0.001058872,0.003234803,0.001231436,0.001706393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001825547,0.005552602,0.657484,0.003659277,0.002541155,0.002150092,0.0689197,0.00006113986,0.001488911,0.05171592,0.129383,0.07521866],"study_design_scores_gemma":[0.00306822,0.0004930262,0.2461159,0.001079681,0.0009234233,0.0000325033,0.04367284,0.0001729725,0.001476739,0.004208154,0.6960964,0.002660089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7391654,0.003452516,0.00009938244,0.03421289,0.004470202,0.002901396,0.0001085269,0.0006107813,0.2149789],"genre_scores_gemma":[0.8424362,0.001375316,0.0007876041,0.002161391,0.001397662,0.0001972129,0.0002342537,0.0001990999,0.1512113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5667134,"threshold_uncertainty_score":0.9999212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599409876409687,"score_gpt":0.2890293862835169,"score_spread":0.27303528751942,"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."}}