{"id":"W4232768883","doi":"10.31219/osf.io/4ah8t","title":"PEMASANGAN PAPAN PETUNJUK ARAH (PLANG JALAN)","year":2020,"lang":"id","type":"preprint","venue":"","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Process management; Psychology; Transport engineering; Business; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.0003578047,0.0007841664,0.0006396099,0.0001004714,0.0002693468,0.0003334502,0.001170601,0.0002613913,0.06891261],"category_scores_gemma":[0.00004358763,0.0007412604,0.0003064879,0.0003468792,0.0002155632,0.0002031648,0.007737966,0.000765031,0.06819608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004000392,"about_ca_system_score_gemma":0.0000501341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001184137,"about_ca_topic_score_gemma":0.0008670014,"domain_scores_codex":[0.995605,0.0001095221,0.0007300196,0.001625435,0.001095158,0.0008348773],"domain_scores_gemma":[0.9982651,0.000065928,0.0002842086,0.0008310539,0.00001254226,0.0005411223],"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":[0.0004131449,0.001192091,0.09966774,0.001783555,0.00104627,0.001188668,0.01131816,0.0004643994,0.01769317,0.004695598,0.6738732,0.186664],"study_design_scores_gemma":[0.0008090616,0.0002155743,0.3277023,0.0002187628,0.0001993646,0.00001340649,0.001963755,0.001171722,0.002341509,0.003772772,0.6592581,0.002333608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04006774,0.0001042682,0.001895155,0.009878824,0.001540596,0.001484856,0.00004327702,0.0003867251,0.9445986],"genre_scores_gemma":[0.7760919,0.0003669313,0.004473828,0.00232655,0.0002897282,0.00008675183,0.0002660673,0.00007540119,0.2160229],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7360241,"threshold_uncertainty_score":0.9995039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362725893791674,"score_gpt":0.2209408409156531,"score_spread":0.1973135819777364,"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."}}