{"id":"W2724863125","doi":"","title":"Pertinence des essais de lixiviation en batch dans la prédiction du comportement hydrogéochimique des rejets miniers","year":2016,"lang":"fr","type":"article","venue":"Depositum (Université du Québec en Abitibi-Témiscamingue)","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; Chemistry; Humanities; Art; Geography","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007353593,0.0005108572,0.0003742697,0.0001594951,0.001380051,0.0001278486,0.000554977,0.0002840545,0.0007208782],"category_scores_gemma":[0.000145037,0.0004824067,0.0002286785,0.0003597763,0.001611054,0.001345326,0.0003787999,0.0002338456,0.0003943864],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00488602,"about_ca_system_score_gemma":0.0001963485,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1855879,"about_ca_topic_score_gemma":0.2225818,"domain_scores_codex":[0.9966207,0.0007484401,0.000482898,0.0008081321,0.0005425666,0.0007972338],"domain_scores_gemma":[0.9983321,0.0005225576,0.0002939553,0.0003878583,0.000104812,0.0003586928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006247692,0.0003619186,0.4460311,0.0001117871,0.0001767694,0.0003385066,0.08149512,0.0001112873,0.387827,0.0005204596,0.002022257,0.08094127],"study_design_scores_gemma":[0.001243968,0.0002790635,0.9601036,0.0004957463,0.0002989266,0.0004695717,0.007105253,0.001564747,0.01288348,0.000159388,0.014754,0.0006421972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6239989,0.0004864921,0.3674144,0.003580856,0.0002304351,0.0002583535,0.00002323387,0.0001120312,0.003895328],"genre_scores_gemma":[0.980838,0.00117169,0.001541502,0.0001616021,0.0001902507,0.00002573071,0.00001878598,0.00005460324,0.01599783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5140725,"threshold_uncertainty_score":0.99992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003733515912741746,"score_gpt":0.1701260594159163,"score_spread":0.1663925435031746,"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."}}