{"id":"W4396221148","doi":"10.1002/lob.10640","title":"Message from the President: ASLO: Advancing Aquatic Sciences Across the Globe","year":2024,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Political science; Media studies; Biology; Sociology","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":[0.005958393,0.001846056,0.0009764768,0.0009653722,0.003952541,0.01128786,0.00149889,0.01317056,0.04178699],"category_scores_gemma":[0.005614193,0.0006358791,0.0009341073,0.001017782,0.00176022,0.005351012,0.00436843,0.01754597,0.03862483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463976,"about_ca_system_score_gemma":0.008640187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002947324,"about_ca_topic_score_gemma":0.00704862,"domain_scores_codex":[0.9978654,0.0003399259,0.0001151196,0.0002726145,0.0008764368,0.0005304869],"domain_scores_gemma":[0.9896249,0.0004701856,0.0004216984,0.0001524829,0.002417901,0.006912856],"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":[0.00001896327,0.00001325468,0.0000935376,0.00004869811,0.000001291447,0.00003195302,0.00005198015,0.000004887731,0.0001235875,0.0002313784,0.9961084,0.003272132],"study_design_scores_gemma":[0.00001683847,0.00005596378,0.0007699586,0.0001442668,0.000005187087,0.00006864553,0.0004740446,0.00002494748,0.0001068426,0.0003163744,0.9980013,0.00001557457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0009110722,0.005776003,0.0003959589,0.657288,0.3196377,0.0001428759,0.0004298995,0.0002750391,0.01514357],"genre_scores_gemma":[0.005338229,0.008655946,0.001478023,0.6933329,0.1224175,0.0003656721,0.0005307634,0.000280833,0.1676002],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04178699,"threshold_uncertainty_score":0.1397914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006237694972032328,"score_gpt":0.2270812305321902,"score_spread":0.2208435355601579,"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."}}