{"id":"W4385751278","doi":"10.1111/jfb.15524","title":"Alternative reproductive tactics in goby fishes of the Caspian Sea","year":2023,"lang":"en","type":"article","venue":"Journal of Fish Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Royal Bank of Canada","keywords":"Round goby; Goby; Neogobius; Biology; Zoology; Population; Fishery; Ecology; Invasive species; Fish <Actinopterygii>; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001311424,0.000277783,0.0001916205,0.001479,0.0006843817,0.0003943708,0.0002137114,0.0002900286,0.001223073],"category_scores_gemma":[0.0003326588,0.0001764693,0.0002119242,0.0004355625,0.0007297085,0.0003021507,0.0005265172,0.0002058519,0.0002083029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002922141,"about_ca_system_score_gemma":0.0002512488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006252439,"about_ca_topic_score_gemma":0.02345277,"domain_scores_codex":[0.9998932,0.000009533909,0.000008355705,0.00003531571,0.00002488271,0.00002867745],"domain_scores_gemma":[0.9996814,0.0000375652,0.0001616918,0.00002034003,0.00003546918,0.00006351283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003277485,0.00003160084,0.8272371,0.0001421534,0.00009810256,0.001840468,0.003378833,0.000172797,0.1468879,0.0001620713,0.000123192,0.01959817],"study_design_scores_gemma":[0.000002138922,0.00006756378,0.9972824,0.00000473169,0.00001197337,0.001064087,0.0004603078,0.00003385053,0.0007134977,0.00002904763,0.0003249077,0.000005498025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992336,0.0002363356,0.00008549097,0.000007643869,0.000001699966,0.000004043879,0.0000411123,0.00000273813,0.0003874186],"genre_scores_gemma":[0.9984474,0.0003047278,0.0005168509,0.0000270771,0.000006249156,0.00001087593,0.0001777321,0.000004087484,0.0005050037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006252439,"threshold_uncertainty_score":0.0124321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828794151022511,"score_gpt":0.2600352368788456,"score_spread":0.2417472953686205,"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."}}