{"id":"W6968379241","doi":"10.5281/zenodo.15263413","title":"La biodiversité : concepts, tendances, menaces et perspectives","year":2023,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Western europe; Limiting; Quarter (Canadian coin)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009697202,0.0001738559,0.0001253165,0.0001387562,0.001802181,0.0005582554,0.0007934346,0.00007797138,0.1061553],"category_scores_gemma":[0.0001688727,0.0001985612,0.00006369303,0.0007899528,0.0009559132,0.0005394742,0.00251741,0.0002661433,0.1062287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004449773,"about_ca_system_score_gemma":0.000001891871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001889512,"about_ca_topic_score_gemma":0.000005150337,"domain_scores_codex":[0.9976881,0.0006962713,0.0001876677,0.0005333901,0.0004745228,0.0004200236],"domain_scores_gemma":[0.9993116,0.00004332615,0.00009622691,0.0003257144,0.00003765566,0.0001854709],"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":[0.00002225863,0.0001662427,0.00004542065,0.00005663931,0.00005023137,0.00004378941,0.008034469,0.0003827971,0.002175875,0.01631247,0.8605329,0.1121769],"study_design_scores_gemma":[0.0004332619,0.0001415853,0.01016807,0.00004079645,0.00002133611,0.00002660424,0.01478699,0.0003697838,0.0001664955,0.0001649788,0.9734647,0.0002153704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04270431,0.001598374,0.001180468,0.06268694,0.0004194377,0.0009398285,0.0009326218,0.001563135,0.8879749],"genre_scores_gemma":[0.8382609,0.02290247,0.001032542,0.003422791,0.0001927741,2.560034e-7,0.002547833,0.001824032,0.1298164],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7955565,"threshold_uncertainty_score":0.9994974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03478381119388325,"score_gpt":0.2586480156650419,"score_spread":0.2238642044711587,"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."}}