{"id":"W7017672023","doi":"","title":"Bassins d'eaux pluviales en territoire urbain : Patrons de biodiversité et perception par les citadins","year":2024,"lang":"fr","type":"other","venue":"EspaceINRS Institutional Digital Repository (Institut National de la Recherche Scientifique)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ile de france; Western europe; Drainage network; Statistical analysis","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","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003158137,0.0008226641,0.0004412592,0.0006037282,0.0008309801,0.001500746,0.0008395968,0.002571798,0.000359943],"category_scores_gemma":[0.006238989,0.0008432059,0.000624196,0.0005176359,0.002662321,0.0001848712,0.0005408876,0.002115426,0.0005797012],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004155319,"about_ca_system_score_gemma":0.007727187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001866179,"about_ca_topic_score_gemma":0.0003311411,"domain_scores_codex":[0.9945785,0.001671019,0.0007280014,0.001158005,0.001134262,0.0007301865],"domain_scores_gemma":[0.9975638,0.0006193569,0.0003774987,0.0004922528,0.0005012981,0.0004457493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003731695,0.001780625,0.02261791,0.003226503,0.00212492,0.0005706031,0.006145335,0.03479855,0.1676817,0.3449447,0.3880126,0.02772334],"study_design_scores_gemma":[0.0005413895,0.0001158254,0.006045071,0.001264302,0.0001588442,0.0008707367,0.0002355445,0.005047973,0.002630258,0.003299614,0.9788216,0.0009688291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.021177,0.002333893,0.03786464,0.002730015,0.002211919,0.00076619,0.001656012,0.0002197166,0.9310406],"genre_scores_gemma":[0.3868508,0.0007008421,0.03951509,0.0005210581,0.001689571,0.0001176564,0.002200042,0.0001909065,0.5682141],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.590809,"threshold_uncertainty_score":0.9996675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03489642115076583,"score_gpt":0.3064920108876442,"score_spread":0.2715955897368784,"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."}}