{"id":"W4413161210","doi":"10.24908/ijesjp.v12i1.18310","title":"Pure Life","year":2025,"lang":"en","type":"article","venue":"International Journal of Engineering Social Justice and Peace","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001079409,0.00006822227,0.00009686135,0.0001522965,0.0000268012,0.00004690113,0.000143908,0.00004012827,0.00001101862],"category_scores_gemma":[0.0000815014,0.0000661023,0.00004471518,0.00006481318,0.00000967225,0.00004990429,0.0000256254,0.0001566215,0.000001709396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003352288,"about_ca_system_score_gemma":0.00001326165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.471417e-7,"about_ca_topic_score_gemma":1.814343e-7,"domain_scores_codex":[0.9995626,0.000004781068,0.0001714004,0.00003937663,0.0001425601,0.0000793242],"domain_scores_gemma":[0.999781,0.00004639475,0.00003110819,0.00002566332,0.00007906657,0.00003677364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008458362,0.00008051642,0.0003560684,0.00132409,0.002529915,0.00028812,0.006909114,0.6346025,0.005548706,0.04054631,0.2541869,0.05354324],"study_design_scores_gemma":[0.001378542,0.00004655802,0.006002534,0.0005124037,0.0005643073,0.00006348825,0.003224581,0.06399063,0.0004598212,0.00008441401,0.9233162,0.0003564876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8256212,0.0127067,0.1111499,0.005726343,0.01334116,0.0001044034,0.00001202988,0.0002460741,0.03109217],"genre_scores_gemma":[0.9975218,0.0005989466,0.0004560739,0.0001551378,0.0008966842,7.982221e-7,8.219288e-7,0.000008990059,0.0003608023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6691294,"threshold_uncertainty_score":0.2695574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006209953185411171,"score_gpt":0.2368675985670798,"score_spread":0.2306576453816686,"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."}}