{"id":"W4252511269","doi":"10.1002/lob.200514481a","title":"<i>L&amp;O</i> FEATURED ARTICLE","year":2005,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canmore Museum and Geoscience Centre","funders":"","keywords":"Limnology; Citation; Library science; History; Oceanography; Computer science; Geology","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":[0.0003680875,0.0001026542,0.0001241922,0.00009084401,0.0001701124,0.00006749118,0.0001735655,0.0001053676,0.001001769],"category_scores_gemma":[0.00004294765,0.00008480047,0.00003649631,0.0001612657,0.0002724782,0.00006078714,0.0000765834,0.0001220205,0.0007556012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006183548,"about_ca_system_score_gemma":0.000008574822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001347762,"about_ca_topic_score_gemma":0.00001285404,"domain_scores_codex":[0.9990128,0.0000534659,0.0001252267,0.0002587275,0.0001236911,0.0004260956],"domain_scores_gemma":[0.9995956,0.00004963248,0.00002418352,0.0001774461,0.0000268613,0.0001263053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006809831,0.00009057955,0.004556946,0.00002523897,0.000009764263,0.000005191709,0.0003713499,0.0000736922,0.9621181,0.004707416,0.02302971,0.004943918],"study_design_scores_gemma":[0.0004599359,0.0001013626,0.01232158,0.00001528612,0.000009060208,0.00005505396,0.00005519286,0.00002991693,0.1846426,0.0004333174,0.8016396,0.000237094],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899006,0.0006128907,0.0002521772,0.006970409,0.0002007914,0.00007057068,0.000005227449,0.0001720023,0.001815345],"genre_scores_gemma":[0.9921104,0.0001567815,0.00631109,0.0005156331,0.0001487952,0.000008373286,0.000002059984,0.000007867615,0.0007389933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7786098,"threshold_uncertainty_score":0.9999114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009079487813209051,"score_gpt":0.2369848758003765,"score_spread":0.2279053879871674,"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."}}