{"id":"W4241156196","doi":"10.24036/student.v3i3.421","title":"","year":2019,"lang":"","type":"article","venue":"JURNAL BUANA","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics; Forestry; Geography","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":[0.001352248,0.0009457954,0.0008233525,0.0002840217,0.0005950743,0.000687985,0.001670776,0.0002207747,0.03513201],"category_scores_gemma":[0.00003476841,0.0009321961,0.0004915624,0.0016322,0.0003524565,0.002260638,0.004228989,0.0007698246,0.02199746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100581,"about_ca_system_score_gemma":0.00008040557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008332087,"about_ca_topic_score_gemma":0.0005193552,"domain_scores_codex":[0.9918205,0.0001465864,0.001476033,0.001824462,0.002627083,0.002105401],"domain_scores_gemma":[0.9970371,0.000126648,0.0006000961,0.001261676,0.00002966718,0.0009448897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004661957,0.0004816852,0.8016089,0.000110488,0.0001709367,0.0001695508,0.001526775,0.002181553,0.01004215,0.001196439,0.001715612,0.1803297],"study_design_scores_gemma":[0.00279384,0.0007369097,0.9424168,0.0002137365,0.00009610297,0.00003206455,0.001557376,0.002281603,0.001284431,0.001627266,0.04563531,0.001324601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338966,0.000364432,0.0004886357,0.005591108,0.002728016,0.001719491,0.00001313416,0.00008232105,0.05511623],"genre_scores_gemma":[0.969538,0.0004870643,0.0007462779,0.002898154,0.0001959425,0.00002169641,0.000005481049,0.00006259719,0.02604477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1790051,"threshold_uncertainty_score":0.9993129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006305542693365894,"score_gpt":0.1960357734802375,"score_spread":0.1897302307868716,"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."}}