{"id":"W7077576204","doi":"","title":"Préconcentration du Co et de l'As par des procédés minéralurgiques et l'agromine à partir de résidus miniers âgés : impact des contraintes physico-chimiques et minéralogiques","year":2025,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Pyrometallurgy; Pilotage; Homogeneous","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005140525,0.0002361756,0.0003460089,0.0002386771,0.0003192754,0.0009031094,0.0003341288,0.0005678594,0.001711754],"category_scores_gemma":[0.0006333883,0.0002353197,0.0003520189,0.0002034629,0.0003302579,0.0003158778,0.0003029901,0.0004146449,0.0003875694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007909842,"about_ca_system_score_gemma":0.0007115198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004950818,"about_ca_topic_score_gemma":0.01309693,"domain_scores_codex":[0.9995098,0.0000578314,0.00002158069,0.0001131306,0.0002462956,0.00005139684],"domain_scores_gemma":[0.9995215,0.0001840704,0.00008031173,0.00004050403,0.0001512271,0.00002244816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007059612,0.00006974367,0.005376545,0.0003857616,0.00004428791,0.0001240024,0.0001229448,0.003321586,0.9708602,0.0003473595,0.0001913529,0.01845024],"study_design_scores_gemma":[0.00001441991,0.0007777259,0.007099014,0.00002612912,0.00005086245,0.0001338438,0.0001825015,0.00704678,0.9788264,0.0001442726,0.005681424,0.00001660247],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9865442,0.002225937,0.0074311,0.0001426665,0.00003398549,0.00004714217,0.0001824332,0.0000560511,0.003336455],"genre_scores_gemma":[0.9893714,0.001240892,0.004472199,0.00006696579,0.000007432196,0.00003759637,0.0001096125,0.00001987632,0.004674023],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004950818,"threshold_uncertainty_score":0.009844005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637495453109091,"score_gpt":0.2786985799079024,"score_spread":0.2623236253768115,"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."}}