{"id":"W3183274189","doi":"10.2110/palo.2020.045","title":"EVALUATING COMPOSITIONAL FIDELITY AND SOURCES OF MORTALITY OF SHORELINE FISH CARCASSES IN A FRESHWATER LAKE COMMUNITY IN WESTERN CANADA","year":2021,"lang":"en","type":"article","venue":"Palaios","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Gasterosteus; Juvenile; Biology; Population; Ecology; Fishery; Salvelinus; Geography; Fish <Actinopterygii>; Zoology; Demography; Trout","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":[0.0004950633,0.00005348262,0.0001525461,0.00001342804,0.0000526106,0.000002439489,0.00007073247,0.00002119223,0.0003425386],"category_scores_gemma":[0.00008298845,0.00004780218,0.00001080535,0.00008180796,0.000133962,0.00003990648,0.000306566,0.0001045138,3.171953e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003795982,"about_ca_system_score_gemma":0.00002009516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3756939,"about_ca_topic_score_gemma":0.9992285,"domain_scores_codex":[0.9992073,0.0002288292,0.0002220323,0.00009687663,0.0001477222,0.00009723428],"domain_scores_gemma":[0.9996572,0.0001523354,0.00005427199,0.0001093894,0.0000121195,0.00001469335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006035809,0.00008389832,0.9971113,0.00004751057,0.00001175136,0.00000952332,0.0005197024,0.00124137,0.0002712764,0.000002649581,0.0006261016,0.00006885667],"study_design_scores_gemma":[0.0002486506,0.00001968006,0.997781,0.000022796,0.000007979204,9.388484e-7,0.0004824176,0.0006381458,0.0004500042,0.0001653139,0.0001373753,0.00004572455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987149,0.00001194521,0.000002874843,0.0004711725,0.00001746699,0.00007699362,0.00007827442,0.000001855781,0.0006245555],"genre_scores_gemma":[0.9993885,0.00001160766,0.0001623062,0.0003588108,0.00000256856,0.000008404138,0.00003521983,0.000001730615,0.00003087706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6235346,"threshold_uncertainty_score":0.6284634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0392367587766751,"score_gpt":0.2970098223569428,"score_spread":0.2577730635802677,"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."}}