{"id":"W3128002916","doi":"10.1080/17480930.2021.1875544","title":"Dr Raj Singhal","year":2021,"lang":"en","type":"article","venue":"International Journal of Mining Reclamation and Environment","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wife; Sociology; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001184078,0.000052566,0.00007993761,0.00005238386,0.00001477151,0.00003931114,0.00006892813,0.00003247254,0.0002619607],"category_scores_gemma":[0.00001813232,0.00005431756,0.00003394884,0.00001090908,0.00001216693,0.0001048202,0.00002473515,0.00006725155,0.00000775585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008665426,"about_ca_system_score_gemma":0.000007007993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.344876e-7,"about_ca_topic_score_gemma":3.840303e-7,"domain_scores_codex":[0.9995375,0.000007952309,0.0002404036,0.00004778551,0.0001130982,0.00005324822],"domain_scores_gemma":[0.9997987,0.00002626932,0.00007251395,0.00004350365,0.00002166867,0.00003736493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009181528,0.000206052,0.009227612,0.00006653016,0.0009064552,0.0005813638,0.007974304,0.1256217,0.07572765,0.003054398,0.03495025,0.7415919],"study_design_scores_gemma":[0.003319562,0.000288634,0.02688696,0.0006438474,0.0001154615,0.004479718,0.0033599,0.1630587,0.148716,0.004249529,0.643944,0.0009377175],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790781,0.0003511195,0.01616242,0.0008458428,0.000568095,0.00001422655,0.000002440842,0.00001978164,0.002957982],"genre_scores_gemma":[0.97753,0.001776663,0.02022413,0.00009222492,0.0001771515,9.18913e-7,0.000005098043,0.000009864271,0.0001839604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7406542,"threshold_uncertainty_score":0.2868286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261407000452529,"score_gpt":0.2112227172202454,"score_spread":0.1986086472157201,"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."}}