{"id":"W2091695830","doi":"10.1007/s10661-015-4496-4","title":"Reproductive strategies and seasonal changes in the somatic indices of seven small-bodied fishes in Atlantic Canada in relation to study design for environmental effects monitoring","year":2015,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island; University of New Brunswick","funders":"","keywords":"Biology; Gonad; Ecology; Gonadosomatic Index; Development of the gonads; Gasterosteus; Stickleback; Population; Sculpin; Reproduction; Zoology; Fishery; Fecundity; Fish <Actinopterygii>; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007499146,0.000162674,0.0002061744,0.00005869572,0.0000973317,0.00002449438,0.0001120915,0.00003469935,0.000003181833],"category_scores_gemma":[0.00002374107,0.0001400261,0.000009374488,0.00007965573,0.00007441355,0.0001702273,0.0001991606,0.0001286952,5.161666e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000454076,"about_ca_system_score_gemma":0.00001358202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01118832,"about_ca_topic_score_gemma":0.04496917,"domain_scores_codex":[0.9987366,0.0002054673,0.0002078327,0.0003667883,0.0002522704,0.0002310639],"domain_scores_gemma":[0.9994776,0.0002696874,0.0000835297,0.0001237913,5.777913e-7,0.00004481153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000462801,0.0002829969,0.9880795,0.00002338761,0.0000211444,0.00001764796,0.006950467,0.002014641,0.0004939741,0.000002046695,0.0000102818,0.002057601],"study_design_scores_gemma":[0.0008741358,0.0004924657,0.947641,0.00004747797,0.00002207548,0.000001285842,0.04995203,0.000129855,0.0005819558,0.0001141021,0.00001507217,0.0001286032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998031,0.0001055326,0.00002968162,0.0002513518,0.0001240302,0.001368823,0.000002425916,0.000004051498,0.00008310109],"genre_scores_gemma":[0.9981837,0.00007417791,0.00120831,0.00001245923,0.00003595943,0.0004539486,0.000002429031,0.000008560651,0.00002050878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04300157,"threshold_uncertainty_score":0.9953963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618689740145973,"score_gpt":0.2573599847626442,"score_spread":0.2311730873611845,"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."}}