{"id":"W4415945046","doi":"10.1007/978-3-032-00182-5_31","title":"CLEVR Process™—Parametric and Technology Transfer Interlaboratory Study","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cegep de Thetford","funders":"","keywords":"Gold extraction; Chlorine; Bromine; Gravimetric analysis; Gold cyanidation; Halide; Gold mining","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":[],"consensus_categories":[],"category_scores_codex":[0.00009133248,0.0002582249,0.0003183846,0.0009066833,0.00003381123,0.00002240441,0.0001172059,0.0003583678,0.0003295804],"category_scores_gemma":[0.0000169757,0.0002244044,0.00003490394,0.0001945197,0.00003317087,0.00005655349,0.00001972971,0.0006666756,0.00004318627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000311879,"about_ca_system_score_gemma":0.00002303615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001689011,"about_ca_topic_score_gemma":0.00002897531,"domain_scores_codex":[0.9992498,0.000005110766,0.000258503,0.000256081,0.0001081667,0.0001223657],"domain_scores_gemma":[0.9996749,0.00002695268,0.00001405014,0.0001825965,0.00005877966,0.00004271876],"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":[0.00004669685,0.0002623364,0.0004887691,0.001970196,0.001752547,0.0001200593,0.0005964806,0.0001172966,0.001298988,0.148197,0.00834254,0.8368071],"study_design_scores_gemma":[0.001657445,0.000706456,0.0001334649,0.000616232,0.000617149,0.00004452244,0.002265268,0.003760174,0.001980305,0.005447888,0.980594,0.002177072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005397011,0.002737523,0.001601819,0.00005474652,0.0004518937,0.0005382333,0.00001305412,0.0009650915,0.9882406],"genre_scores_gemma":[0.624964,0.0004641474,0.0001089161,0.00006232099,0.00005156784,0.00002373918,0.000006299119,0.0000545529,0.3742645],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9722515,"threshold_uncertainty_score":0.9150944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008338512504584356,"score_gpt":0.2272857485420339,"score_spread":0.2189472360374496,"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."}}