{"id":"W2556846860","doi":"10.7275/8921257","title":"River Herring Conservation in Freshwater: Investigating Fish Reproductive Success and the Educational Value of Citizen Monitoring Programs","year":2021,"lang":"en","type":"article","venue":"Scholarworks (University of Massachusetts Amherst)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herring; Fishery; Fish <Actinopterygii>; Value (mathematics); Citizen science; Geography; Freshwater fish; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006461547,0.00008095311,0.0001619352,0.0000385417,0.0002666427,0.00001670106,0.000181779,0.00006087226,0.0001380966],"category_scores_gemma":[0.0001779259,0.00008334768,0.00003367826,0.0003155518,0.0009833704,0.00048732,0.0004222804,0.0002128661,0.000002681107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007929845,"about_ca_system_score_gemma":0.00001762482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487363,"about_ca_topic_score_gemma":0.004734747,"domain_scores_codex":[0.999083,0.0001917531,0.0001261099,0.0002843179,0.0001733409,0.0001414352],"domain_scores_gemma":[0.9994766,0.000128412,0.0001514055,0.0001797654,0.00003519513,0.00002865133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002432722,0.00004801793,0.9929096,0.00002962866,0.00004620135,0.000005154931,0.004215222,0.0004754749,0.0001640221,0.0006419963,0.0008515063,0.000588871],"study_design_scores_gemma":[0.0008496034,0.00001277903,0.9888313,0.00007579866,0.00003797896,0.000001428463,0.006053185,0.0003585357,0.0002177094,0.003181515,0.0002970072,0.00008308974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845333,0.00005169071,0.00004737699,0.01268661,0.00008152692,0.0001998973,0.000003243875,0.000009975866,0.002386341],"genre_scores_gemma":[0.9952914,0.00005777911,0.003942611,0.0001314682,0.00001739023,0.000001995708,0.000008232075,0.000004413665,0.0005447488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01255514,"threshold_uncertainty_score":0.3623269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130006214212309,"score_gpt":0.2081385926578069,"score_spread":0.195137971236576,"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."}}