{"id":"W7156169071","doi":"10.35718/sepakat.v4i5.8481545","title":"OPTIMALISASI POTENSI SUMBER DAYA ALAM UNTUK KESEJAHTERAAN DAN DAYA TARIK WISATAWAN DI KAMPUNG BANYUMAS KM. 15 RT 32 BALIKPAPAN","year":2025,"lang":"","type":"article","venue":"Seminar Nasional Pengabdian Kepada Masyarakat (SEPAKAT)","topic":"Community-based Tourism Development and Sustainability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inuit Tapiriit Kanatami","funders":"","keywords":"","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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.00959229,0.002960141,0.003220868,0.001588348,0.009229108,0.002051428,0.005519301,0.002008957,0.002206073],"category_scores_gemma":[0.003783479,0.003247978,0.001866553,0.005047477,0.00451762,0.002645151,0.003788293,0.005144906,0.0004016839],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004592094,"about_ca_system_score_gemma":0.01018322,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01203899,"about_ca_topic_score_gemma":0.01256037,"domain_scores_codex":[0.977173,0.005930422,0.003713852,0.003892752,0.004376364,0.004913598],"domain_scores_gemma":[0.9854264,0.00447797,0.001238295,0.004148177,0.00228818,0.002420979],"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":[0.003964274,0.006888046,0.5632778,0.002551529,0.002470182,0.004156048,0.06619728,0.001304191,0.001797421,0.04442395,0.2521218,0.05084742],"study_design_scores_gemma":[0.004673937,0.000694597,0.2111243,0.002108408,0.0008563239,0.00009277133,0.05509374,0.001429363,0.001284652,0.009049479,0.7086822,0.004910248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867857,0.004321349,0.0002271647,0.01923396,0.005984506,0.004427304,0.0004572526,0.0007302148,0.07783252],"genre_scores_gemma":[0.9382806,0.001146784,0.001786312,0.002479468,0.001506031,0.0002592248,0.001502522,0.000284512,0.0527545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4565604,"threshold_uncertainty_score":0.9998613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167713474582962,"score_gpt":0.2870022056352612,"score_spread":0.2753250708894316,"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."}}