{"id":"W1564797940","doi":"10.7202/705541ar","title":"Étude corrélative des paramètres physico-chimiques et des données satellites IRS1C pour caractériser la pollution aquatique. Application à la baie d’Oran, Algérie","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Physics; Forestry; Humanities; Geography; Art","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":[0.0008573286,0.0006061358,0.0003841313,0.001235065,0.0004208842,0.0006520265,0.0003619939,0.0004884017,0.001071537],"category_scores_gemma":[0.0007743476,0.0003213538,0.0004612403,0.001721387,0.0002328233,0.0004011059,0.0002607989,0.0003254355,0.0003863072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005938043,"about_ca_system_score_gemma":0.0005640093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02351603,"about_ca_topic_score_gemma":0.05292376,"domain_scores_codex":[0.999376,0.00006684673,0.00002064355,0.000175214,0.0003226849,0.00003863548],"domain_scores_gemma":[0.9994968,0.0001253781,0.00009026514,0.00005098332,0.0002219331,0.00001451853],"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":[0.0004616874,0.0001731599,0.4319609,0.0006308539,0.0006814415,0.0002739454,0.0007041363,0.01521274,0.4424545,0.0003838351,0.0007126593,0.1063501],"study_design_scores_gemma":[0.00002207419,0.0003378007,0.759037,0.00004747309,0.0003432962,0.0004169006,0.0006893106,0.04155449,0.1867388,0.0002153815,0.01052561,0.0000719186],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795582,0.001236444,0.01388778,0.0000676072,0.00002048462,0.00005373814,0.001474162,0.0002487347,0.003452824],"genre_scores_gemma":[0.9777079,0.0006737741,0.01736576,0.00003378748,0.000007323569,0.000047277,0.001016994,0.00003875539,0.003108367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02351603,"threshold_uncertainty_score":0.04675829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06133361308310488,"score_gpt":0.3099623549942879,"score_spread":0.2486287419111831,"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."}}