{"id":"W3129078460","doi":"10.3354/esr01113","title":"Shedding light on the river and sea lamprey in western European marine waters","year":2021,"lang":"en","type":"article","venue":"Endangered Species Research","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"Université de Pau et des Pays de l'Adour; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Institut Français de Recherche pour l'Exploitation de la Mer","keywords":"Lamprey; Petromyzon; Lampetra; Fishery; Fish migration; Demersal zone; Biology; Population; Escapement; Ecology; Geography; Pelagic zone; Fish <Actinopterygii>","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009239909,0.00008186266,0.00008978253,0.00005603172,0.0003243836,0.00005551577,0.000212678,0.00002259003,0.00374877],"category_scores_gemma":[0.0001575374,0.00005660926,0.00001800139,0.0002611385,0.0004068932,0.00008182053,0.001827287,0.0002942818,0.0007176072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113049,"about_ca_system_score_gemma":0.000003170549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007938914,"about_ca_topic_score_gemma":0.004305606,"domain_scores_codex":[0.9985542,0.0004107054,0.00009643703,0.0002904635,0.0003018438,0.000346326],"domain_scores_gemma":[0.999479,0.0002329056,0.00001329092,0.0002259351,0.00000927152,0.00003957629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003122046,0.0000676354,0.914012,0.000009250948,0.00002165559,0.0003345188,0.003475341,0.00001487633,0.0009738269,0.0006185535,0.0788556,0.001585587],"study_design_scores_gemma":[0.000151373,0.00003864589,0.8433755,0.000008951354,0.000001480101,0.000001629187,0.0007875296,0.0000100132,0.001001406,0.000227568,0.1543358,0.00006006693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.624828,0.00001086393,0.000001429037,0.01205937,0.00004150175,0.0001091615,0.00000170634,0.00001012973,0.3629378],"genre_scores_gemma":[0.9271544,0.0003044951,0.00004334625,0.0005326859,0.00004232098,0.00001665329,0.000004165109,0.000009903397,0.07189199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3023264,"threshold_uncertainty_score":0.9971619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03718397486274393,"score_gpt":0.2773852253197946,"score_spread":0.2402012504570507,"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."}}