{"id":"W4237560711","doi":"10.24036/student.v3i6.498","title":"","year":2019,"lang":"","type":"article","venue":"JURNAL BUANA","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Forestry; Physics; 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":[0.0004333358,0.0008134698,0.001237639,0.000260518,0.0003523911,0.0003719647,0.0006087126,0.0003921775,0.001492979],"category_scores_gemma":[0.000062771,0.0007883696,0.0005083124,0.0006893316,0.0001997218,0.0006582233,0.0004110186,0.0008866728,0.001508881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200774,"about_ca_system_score_gemma":0.00005961893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001381335,"about_ca_topic_score_gemma":0.00002249044,"domain_scores_codex":[0.9955665,0.0001080136,0.001494414,0.0007542954,0.0007057635,0.001370942],"domain_scores_gemma":[0.998189,0.0001467414,0.0002478801,0.0007805025,0.0002013384,0.0004345699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007534447,0.0003002777,0.1111059,0.002496848,0.002271012,0.0001677683,0.001168551,0.1944146,0.5997228,0.01757453,0.0006462003,0.06937806],"study_design_scores_gemma":[0.01194022,0.002419748,0.7811947,0.00259289,0.00106699,0.001536143,0.006150668,0.03497964,0.08729739,0.01358028,0.05066773,0.006573628],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794115,0.00372015,0.0007059311,0.002044117,0.009731491,0.0006335524,0.00003774267,0.0005054179,0.003210056],"genre_scores_gemma":[0.9958969,0.0018366,0.0004525618,0.0002514952,0.0008493828,0.00002861098,0.000002707606,0.0000814946,0.0006001894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6700888,"threshold_uncertainty_score":0.9994567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005845261499644445,"score_gpt":0.1850224720097053,"score_spread":0.1791772105100608,"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."}}