{"id":"W4386541951","doi":"10.29313/bcsurp.v3i2.8921","title":"Peran Stakeholder dalam Pengendalian Lahan di Sub-DAS Citarik Hulu Kawasan Cekungan Bandung","year":2023,"lang":"en","type":"article","venue":"Bandung Conference Series Urban & Regional Planning","topic":"Agricultural and Environmental Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Geography; Forestry; Watershed","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"],"consensus_categories":[],"category_scores_codex":[0.0004788116,0.0003896071,0.0003555026,0.0001350352,0.00163877,0.0003791349,0.0005568068,0.0001877738,0.0003649246],"category_scores_gemma":[0.00005852054,0.0003329119,0.0001453014,0.0005653535,0.0005333027,0.0009446804,0.000205449,0.0003564299,0.0001759293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001868883,"about_ca_system_score_gemma":0.0001129924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008532371,"about_ca_topic_score_gemma":0.001137706,"domain_scores_codex":[0.9969358,0.0001947011,0.0003755273,0.00064972,0.0009013501,0.0009428841],"domain_scores_gemma":[0.9989865,0.000104569,0.0001607258,0.0002623078,0.00007150815,0.0004144063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003650733,0.0002912458,0.378576,0.0002455784,0.0005366297,0.0007943976,0.1291988,0.0009949399,0.01507249,0.2475854,0.2163902,0.009949252],"study_design_scores_gemma":[0.0005618636,0.0001665043,0.491972,0.0002599513,0.00007273691,0.00001241822,0.0629899,0.00009234506,0.0004805738,0.001157973,0.4412816,0.0009521943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582674,0.0003163227,0.00005660868,0.009650488,0.0006436558,0.0005965694,0.00002907426,0.0005762851,0.02986363],"genre_scores_gemma":[0.966694,0.0003421983,0.00006371385,0.0002693434,0.0005932585,0.00006393475,0.0003952905,0.00003088926,0.03154735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2464274,"threshold_uncertainty_score":0.9999123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0994052151538789,"score_gpt":0.2883417104822784,"score_spread":0.1889364953283995,"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."}}