{"id":"W4386351633","doi":"10.31292/mj.v2i2.32","title":"Quality of Regulatory Pond Development Plan Documents for Barabai Flood Control Against Mandatory LoadsLand Acquisition Planning Document","year":2023,"lang":"en","type":"article","venue":"Marcapada Jurnal Kebijakan Pertanahan","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Flood myth; Plan (archaeology); sync; Quality (philosophy); Control (management); Agency (philosophy); Flood control; Comparability; Process management; Business; Computer science; Environmental resource management; Operations management; Environmental planning; Geography; Engineering; Artificial intelligence; Environmental science; Mathematics","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"],"consensus_categories":[],"category_scores_codex":[0.00159098,0.000373594,0.0004723721,0.0002388076,0.0003984493,0.00009069371,0.0004383774,0.00009831511,0.0008463425],"category_scores_gemma":[0.00003793184,0.000353172,0.0001618061,0.0003830283,0.0001333437,0.000380197,0.0003978873,0.0001444661,0.0002196503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004069178,"about_ca_system_score_gemma":0.00006744445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008316892,"about_ca_topic_score_gemma":0.0001210248,"domain_scores_codex":[0.9965011,0.0001223158,0.0009573828,0.0006190825,0.001093055,0.000707081],"domain_scores_gemma":[0.9988506,0.0001510998,0.000363533,0.0003782257,0.00003469917,0.0002218633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004008895,0.0008402013,0.6595663,0.001058259,0.001414638,0.0002265416,0.008955166,0.006777251,0.09225786,0.001673744,0.09794394,0.1252771],"study_design_scores_gemma":[0.004788111,0.000203547,0.9492218,0.0002014698,0.00005082947,0.000004103923,0.0009122774,0.0006920513,0.003753885,0.001732901,0.03762452,0.0008145238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888632,0.00008235309,0.001621382,0.0002612544,0.0003433161,0.0009151038,0.0000453142,0.0001170824,0.007751053],"genre_scores_gemma":[0.9948835,0.00002099106,0.001022315,0.0005087927,0.00007804357,0.0001352829,0.0001972659,0.00004009811,0.003113758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2896554,"threshold_uncertainty_score":0.9998921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799680108984029,"score_gpt":0.2613082356054215,"score_spread":0.2433114345155812,"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."}}