{"id":"W4297984348","doi":"","title":"Effets du cobalt sur les communautés de diatomées en cours d’eau","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Cobalt; Diatom; Geology; Chemistry; Oceanography","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":[0.0005796258,0.0003744567,0.0007749592,0.0002368409,0.0008092707,0.001163903,0.0004140853,0.001278144,0.003679855],"category_scores_gemma":[0.001449759,0.0002630436,0.0004851584,0.0002978309,0.0006994455,0.0002925634,0.0006796055,0.0006518712,0.0005400476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017145,"about_ca_system_score_gemma":0.0006599843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01876919,"about_ca_topic_score_gemma":0.01520603,"domain_scores_codex":[0.9992473,0.0001570108,0.00003336484,0.0002001787,0.000169636,0.0001925115],"domain_scores_gemma":[0.9977646,0.00108621,0.0001874659,0.0001370183,0.0004903568,0.000334321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01081203,0.0001631681,0.004109137,0.0001708562,0.00006177479,0.0002348225,0.0004030722,0.0004357831,0.9745148,0.0001103206,0.0001875795,0.008796512],"study_design_scores_gemma":[0.00009877622,0.002849441,0.01334039,0.000009937587,0.00006826269,0.00007621981,0.0003666232,0.001119073,0.9796672,0.00003915259,0.002341842,0.00002300387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976507,0.0007775006,0.0004184058,0.00009782198,0.00008169124,0.00001017749,0.00006912355,0.00002528848,0.0008693886],"genre_scores_gemma":[0.9909446,0.0003711786,0.0004082248,0.00004034414,0.00002325603,0.00001021953,0.00008481577,0.00002722385,0.008089986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01876919,"threshold_uncertainty_score":0.0373199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696330999073553,"score_gpt":0.2599014889394677,"score_spread":0.2429381789487322,"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."}}