{"id":"W2820050776","doi":"10.31353/cs1031","title":"Riyadh Bioremediation Facility Methods","year":2015,"lang":"en","type":"article","venue":"","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bioremediation; Engineering management; Engineering; Computer science; Medical education; Medicine; Biology; Contamination; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002419566,0.0010977,0.0006665832,0.002175729,0.003031547,0.001913775,0.003335756,0.0005829353,0.03762693],"category_scores_gemma":[0.00111454,0.0006071317,0.0004673293,0.001313404,0.001169048,0.0004920824,0.001753431,0.001038471,0.01140733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002028858,"about_ca_system_score_gemma":0.009224354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02323352,"about_ca_topic_score_gemma":0.07447337,"domain_scores_codex":[0.997832,0.0002906673,0.0001690066,0.0005575212,0.0007638857,0.0003869361],"domain_scores_gemma":[0.9988317,0.0001415457,0.0001463299,0.0002780351,0.0005019379,0.0001004683],"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":[0.002824313,0.005562288,0.05424223,0.005334551,0.0001148142,0.003921265,0.01020525,0.002893164,0.3611284,0.0463691,0.05863636,0.4487683],"study_design_scores_gemma":[0.0005337931,0.002668398,0.04630367,0.0007162005,0.0002236633,0.001775803,0.01021878,0.003225033,0.1599818,0.002545068,0.7715657,0.0002421368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3316977,0.003444067,0.2598933,0.002025997,0.001032716,0.1561191,0.04334264,0.001815393,0.2006292],"genre_scores_gemma":[0.2755382,0.004481253,0.45846,0.001911814,0.0001706919,0.1363072,0.01789635,0.0003417041,0.1048928],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03762693,"threshold_uncertainty_score":0.1258746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07171405802810449,"score_gpt":0.3290210031897381,"score_spread":0.2573069451616336,"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."}}