{"id":"W4232369649","doi":"10.1002/lob.201322390","title":"OUTSTANDING L&O REVIEWER","year":2013,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canmore Museum and Geoscience Centre","funders":"","keywords":"Limnology; Library science; Citation; 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":["insufficient_payload"],"category_scores_codex":[0.0001179368,0.0001135422,0.0001229708,0.00004694289,0.0001186034,0.00002561006,0.000109512,0.00005074966,0.01651612],"category_scores_gemma":[0.00002486295,0.00009064642,0.0000573638,0.000141371,0.0002255591,0.00004660143,0.000967585,0.00009862676,0.002852365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007455476,"about_ca_system_score_gemma":5.840387e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001142403,"about_ca_topic_score_gemma":0.00002808976,"domain_scores_codex":[0.9992554,0.00003579327,0.0001347629,0.0002473645,0.00008195699,0.0002446797],"domain_scores_gemma":[0.9996912,0.00002475087,0.00003794595,0.0001660078,0.000006800422,0.00007323959],"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":[0.000011308,0.00006750296,0.3981313,0.00002801024,0.00003102554,0.000004623352,0.000140674,0.000003604367,0.0001426064,0.001980963,0.4687733,0.1306851],"study_design_scores_gemma":[0.0001484287,0.0000437285,0.1338453,0.000008243711,0.00001312152,0.000005418022,0.00003683376,0.000003967682,0.00001123748,0.005222423,0.8605336,0.000127739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7197183,0.00120726,0.001000402,0.01945258,0.0004629394,0.0006775227,0.000002549,0.0001898449,0.2572886],"genre_scores_gemma":[0.9821229,0.001177881,0.002545219,0.003113864,0.00005100121,0.00004232613,0.000006182202,0.00001175283,0.01092889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3917603,"threshold_uncertainty_score":0.997924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007459523120199762,"score_gpt":0.1897058302746153,"score_spread":0.1822463071544155,"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."}}