{"id":"W2901841630","doi":"","title":"Développement d'une plateforme de laboratoire sur puce intégrant microcapteurs électrochimiques pour la détection des contaminants de l'eau basée sur le suivi de la physiologie des algues","year":2015,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Algae; Pollutant; Environmental chemistry; Photosynthesis; Contamination; Environmental science; Chemistry; Biosensor; Humanities; Ecology; Biology; Art","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":[0.002131601,0.001966984,0.001403952,0.001241276,0.0006931184,0.001522425,0.001708336,0.002117981,0.004878273],"category_scores_gemma":[0.001527076,0.0008834461,0.001640106,0.0009506792,0.0009390533,0.001309327,0.001032676,0.001579846,0.005024221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000793356,"about_ca_system_score_gemma":0.001912056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002839407,"about_ca_topic_score_gemma":0.002647497,"domain_scores_codex":[0.997918,0.0002481557,0.0001350698,0.0006271342,0.0008404684,0.0002312435],"domain_scores_gemma":[0.9983443,0.0004897719,0.0001821185,0.0003446697,0.0004976639,0.0001414531],"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":[0.00006749822,0.0001700224,0.0004351686,0.0002379164,0.00002536826,0.00008408834,0.00009147799,0.0007061136,0.9684761,0.0005060952,0.000299176,0.02890085],"study_design_scores_gemma":[0.00002684154,0.0004997543,0.00212945,0.00005172377,0.00004781122,0.0001868323,0.00003432172,0.001649132,0.976545,0.0001033818,0.01869106,0.00003449327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2080456,0.004477236,0.7635847,0.001295132,0.0009944428,0.003263549,0.003843952,0.00615795,0.008337373],"genre_scores_gemma":[0.1020244,0.004216032,0.8553639,0.0004243927,0.0001385147,0.003260816,0.006295627,0.0006584965,0.02761775],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004878273,"threshold_uncertainty_score":0.01631945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569585585508486,"score_gpt":0.2467002953087266,"score_spread":0.2110044394536417,"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."}}