{"id":"W67790751","doi":"","title":"Évaluation, optimisation et comparaison des cellules et des colonnes de flottation afin de retirer des contaminants organiques de sédiments portuaires.","year":2001,"lang":"fr","type":"article","venue":"EspaceINRS Institutional Digital Repository (Institut National de la Recherche Scientifique)","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Chemistry; Political science; Philosophy","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","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.008665099,0.0005054876,0.0003273039,0.0002807158,0.001361102,0.001249308,0.0004971633,0.0008154157,0.0003738821],"category_scores_gemma":[0.007974278,0.0005558524,0.0002085968,0.001061061,0.004295702,0.003056033,0.0001765222,0.0007091548,0.0002156933],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01150905,"about_ca_system_score_gemma":0.004916424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001389807,"about_ca_topic_score_gemma":0.002185743,"domain_scores_codex":[0.9934826,0.00265773,0.0008029525,0.0008398098,0.001316167,0.0009007141],"domain_scores_gemma":[0.9967441,0.001297708,0.0004238883,0.0002430367,0.0007362458,0.0005550107],"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":[0.0003685817,0.002036357,0.2836939,0.0002742042,0.0001548364,0.0002273013,0.0133276,0.07161346,0.575895,0.02743381,0.007223731,0.01775117],"study_design_scores_gemma":[0.001576392,0.0001898279,0.6440172,0.001370301,0.0001204322,0.001551228,0.0005746431,0.0221368,0.2409241,0.04005516,0.04640096,0.001082971],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8905874,0.0009285019,0.04991143,0.001538872,0.000590791,0.0006885789,0.0002294186,0.000159911,0.05536507],"genre_scores_gemma":[0.9072545,0.001561197,0.07291245,0.000709821,0.0001604047,0.0000471593,0.0003296431,0.00004032962,0.01698457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3603233,"threshold_uncertainty_score":0.999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458424122130344,"score_gpt":0.3518634072499578,"score_spread":0.2060209950369234,"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."}}