{"id":"W4376607018","doi":"10.47600/jtst.v4i3.446","title":"Pemetaan Kondisi Sarana dan Prasarana Infrastruktur Berkelanjutan Berbasis Foto Udara pada Kelurahan Kairagi Dua Kecamatan Mapanget Kota Manado","year":2023,"lang":"id","type":"article","venue":"Jurnal Teknik Sipil Terapan","topic":"Wetland Management and Conservation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Humanities; Art","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0009248145,0.001395784,0.001284851,0.001482269,0.0007822229,0.0009831318,0.001358275,0.0005319712,0.0004810887],"category_scores_gemma":[0.00009830105,0.001462056,0.0007060245,0.002669281,0.0001768663,0.001264393,0.0004455808,0.001251543,0.0014026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004300725,"about_ca_system_score_gemma":0.0001403566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006857726,"about_ca_topic_score_gemma":0.001359481,"domain_scores_codex":[0.9932333,0.0002933492,0.001703402,0.001291739,0.001433419,0.002044781],"domain_scores_gemma":[0.9967929,0.0002167949,0.0005362343,0.001535477,0.0001997964,0.0007188136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007654433,0.000772135,0.1512141,0.004227098,0.00774517,0.001904344,0.008150155,0.001819301,0.02591087,0.005111019,0.4605877,0.3317927],"study_design_scores_gemma":[0.003339563,0.0005160982,0.4619697,0.0007671064,0.001163722,0.00007904248,0.001935525,0.01078423,0.001449844,0.001005986,0.5145745,0.002414701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624321,0.001624415,0.000426853,0.004988693,0.003091826,0.001672767,0.0003608647,0.001755,0.02364752],"genre_scores_gemma":[0.9712484,0.001343671,0.0004058088,0.0008468952,0.001636059,0.0001582116,0.001238022,0.000393252,0.02272967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.329378,"threshold_uncertainty_score":0.9998792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552962938847016,"score_gpt":0.2241716581669468,"score_spread":0.2086420287784766,"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."}}