{"id":"W79768194","doi":"","title":"Session A6 - Operations and Maintenance of Fishways for River Herring in New Hampshire Coastal Rivers","year":2012,"lang":"en","type":"article","venue":"ScholarWorks@UMassAmherst (University of Massachusetts Amherst)","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herring; Session (web analytics); Hydrology (agriculture); Oceanography; Environmental science; Fishery; Geology; Fish <Actinopterygii>; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005664326,0.0002061708,0.0003329368,0.0001161093,0.0003023674,0.00001358337,0.0003359366,0.0002449619,0.0009171065],"category_scores_gemma":[0.00004769213,0.000234571,0.00010199,0.000337739,0.0006090332,0.001824682,0.0001561405,0.0003214511,0.00001813176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129323,"about_ca_system_score_gemma":0.00005623179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001562958,"about_ca_topic_score_gemma":0.004685408,"domain_scores_codex":[0.9985874,0.00007908832,0.0002304635,0.0003639517,0.000271623,0.0004674292],"domain_scores_gemma":[0.9992668,0.00009858843,0.0001416641,0.0002278066,0.00002698054,0.0002381441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003167505,0.0002913028,0.9727151,0.00009185163,0.00007119823,0.00001186462,0.008351726,0.005198344,0.003886593,0.0004062199,0.00301598,0.005643065],"study_design_scores_gemma":[0.008224291,0.0004200428,0.9355516,0.0004585154,0.0002694634,0.00001336906,0.01071398,0.004413555,0.001377403,0.0007845463,0.03678969,0.0009835289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863244,0.0002258175,0.01010424,0.0007838868,0.0001238142,0.0004055807,0.00005763699,0.00003609165,0.001938492],"genre_scores_gemma":[0.986835,0.0001150738,0.01189077,0.00008179921,0.00002220999,0.00000111874,0.00003092297,0.00001665982,0.001006432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03716348,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463450113341384,"score_gpt":0.2097010910953276,"score_spread":0.1950665899619138,"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."}}