{"id":"W4413039486","doi":"10.1007/s10750-025-05944-9","title":"Invasive freshwater jellyfish (Craspedacusta cf. sowerbii) in the Hudson River basin, NYS: comparisons of detection methods","year":2025,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Marine Invertebrate Physiology and Ecology","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Edna Bailey Sussman Foundation; Hudson River Foundation","keywords":"Jellyfish; Ecology; Drainage basin; Fishery; Environmental science; Invasive species; Geography; Biology; Cartography","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":[0.0008100342,0.0001512725,0.0003224869,0.0001443852,0.0001297436,0.00001312869,0.0004131703,0.000217873,0.001949824],"category_scores_gemma":[0.0001880755,0.00009534878,0.00007724066,0.000357897,0.0003636253,0.00009037976,0.00004853484,0.000320107,0.0001438989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006976979,"about_ca_system_score_gemma":0.00005225362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006143365,"about_ca_topic_score_gemma":0.06639528,"domain_scores_codex":[0.9981242,0.0008984641,0.0003207536,0.0002914038,0.00004614019,0.0003190146],"domain_scores_gemma":[0.9986397,0.0009264067,0.0001115923,0.000263352,0.00003436475,0.00002457547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001335644,0.00007009255,0.9731184,0.00003891571,0.00006340756,0.00000878254,0.0003628907,0.001599752,0.004486894,0.0002070001,0.009894378,0.01001597],"study_design_scores_gemma":[0.0003536818,0.0002363023,0.9646268,0.00001460403,0.00003007164,0.000007574029,0.0003542256,0.008622785,0.01140176,0.006516425,0.007684934,0.0001507969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863477,0.000155441,0.000992309,0.000486812,0.0006152566,0.0002888745,0.00003998338,0.00002911064,0.01104456],"genre_scores_gemma":[0.9966919,0.00004847308,0.001608471,0.001277092,0.00003238767,0.000006037016,0.0001248598,0.000001724642,0.0002090914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06025192,"threshold_uncertainty_score":0.9989625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874740771563474,"score_gpt":0.2686403663060902,"score_spread":0.2498929585904554,"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."}}