{"id":"W4387848439","doi":"10.23960/snip.v3i2.430","title":"KAJIAN GEOMETRIK SIMPANG EMPAT BANDAR JAYA TERKAIT DENGAN PENGOPERASIAN LAMPU LALU LINTAS (TRAFFIC LIGHT)/ALAT PEMBERI ISYARAT LALU LINTAS (APILL)","year":2023,"lang":"id","type":"article","venue":"Seminar Nasional Insinyur Profesional (SNIP)","topic":"Urban Transport Systems Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada); WiLAN (Canada)","funders":"Universitas Lampung","keywords":"Physics; Forestry; Humanities; Geography; 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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002824215,0.002676094,0.003057972,0.003441919,0.002017509,0.0005716591,0.002538741,0.00204248,0.002448788],"category_scores_gemma":[0.0007631024,0.00262707,0.001978602,0.007156373,0.0003986586,0.001268126,0.0009603759,0.003626585,0.01207679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001450691,"about_ca_system_score_gemma":0.001149759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004447245,"about_ca_topic_score_gemma":0.00118793,"domain_scores_codex":[0.9851964,0.0008190763,0.003555771,0.002906176,0.004203964,0.003318638],"domain_scores_gemma":[0.992265,0.00129273,0.0008327842,0.002699731,0.001047258,0.001862474],"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":[0.002816637,0.005345191,0.03674575,0.009961139,0.01174021,0.01673439,0.03668936,0.04989361,0.3042875,0.00275877,0.5086236,0.0144039],"study_design_scores_gemma":[0.0138331,0.003903362,0.1207394,0.01883404,0.005566281,0.002202684,0.02029531,0.09454926,0.07190953,0.0004900822,0.6307708,0.01690618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759662,0.007836759,0.00007512155,0.002546364,0.006468177,0.002215257,0.001385671,0.001791175,0.001715235],"genre_scores_gemma":[0.95472,0.001693288,0.001063037,0.0004500808,0.003651693,0.0002160404,0.003676428,0.0008724693,0.033657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2323779,"threshold_uncertainty_score":0.9992817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758565827968567,"score_gpt":0.2486552177598345,"score_spread":0.2310695594801488,"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."}}