{"id":"W2047545845","doi":"10.1126/science.1196901","title":"Genomic Signatures Predict Migration and Spawning Failure in Wild Canadian Salmon","year":2011,"lang":"en","type":"article","venue":"Science","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":234,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; ASL Environmental Sciences (Canada); University of British Columbia; Carleton University; Fisheries and Oceans Canada","funders":"","keywords":"Spawn (biology); Biology; Oncorhynchus; Fishery; Threatened species; Genomic sequencing; Population; Zoology; Fish <Actinopterygii>; Ecology; Genome; Gene; Genetics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002213721,0.000187001,0.00010401,0.0006606136,0.0004262499,0.0003040693,0.0002410576,0.0002872747,0.0008705113],"category_scores_gemma":[0.0007755558,0.0001241613,0.0001741927,0.0005112977,0.0003873088,0.0001177511,0.0003071484,0.0002288189,0.00009998789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007252154,"about_ca_system_score_gemma":0.000776935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2279343,"about_ca_topic_score_gemma":0.443084,"domain_scores_codex":[0.9998641,0.00001323187,0.000008413417,0.00003579064,0.00003157333,0.00004679439],"domain_scores_gemma":[0.9995636,0.0000460715,0.0001827865,0.00002378967,0.00009281446,0.00009088431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005784514,0.000009905466,0.9951851,0.000003710237,0.00002434725,0.00003293014,0.00008529006,0.00009334099,0.002818124,0.00001490181,0.0000762159,0.001598442],"study_design_scores_gemma":[0.000001161949,0.00001453025,0.9996081,0.000001074932,0.000006055459,0.00002949928,0.00009687737,0.0001043132,0.00007999753,0.00001161388,0.00004532534,0.000001554033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995965,0.0000281862,0.00004776474,0.000014701,8.67485e-7,0.000001941049,0.0001657448,0.00000172205,0.0001425301],"genre_scores_gemma":[0.9993538,0.00002717321,0.00008810689,0.00001498984,0.000001007923,0.00000258868,0.0003565139,0.000001415871,0.0001544008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7720657,"threshold_uncertainty_score":0.4532151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007169600759872015,"score_gpt":0.1778679243551829,"score_spread":0.1706983235953108,"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."}}