{"id":"W1972887735","doi":"10.1577/m06-258.1","title":"Development and Evaluation of Condition Indices for the Lake Whitefish","year":2008,"lang":"en","type":"article","venue":"North American Journal of Fisheries Management","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amorfix (Canada); Hydro-Québec; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; New York State Department of Environmental Conservation","keywords":"Fishery; Fish <Actinopterygii>; Statistics; Mathematics; Biology","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":[0.002105984,0.0004710123,0.0002390089,0.001771218,0.0002232183,0.0005230515,0.0002621296,0.0001991064,0.0006382142],"category_scores_gemma":[0.006221045,0.0002029388,0.0002968665,0.001021055,0.0001990796,0.0006905684,0.0004034919,0.0003161396,0.000183759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006818995,"about_ca_system_score_gemma":0.0005547815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007931057,"about_ca_topic_score_gemma":0.01462571,"domain_scores_codex":[0.9994597,0.0001356581,0.00008499436,0.00009733209,0.000198223,0.00002416894],"domain_scores_gemma":[0.9971873,0.000778953,0.00076454,0.0001140062,0.001048373,0.0001067971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000109768,0.00003433357,0.9494117,0.00002475531,0.00008044913,0.00001682835,0.00008759294,0.003269621,0.005133376,0.0001145706,0.0002827322,0.04143429],"study_design_scores_gemma":[0.00002242741,0.0003027455,0.9482324,0.00001054207,0.00004303297,0.00006166012,0.00009419941,0.04505561,0.005623062,0.000120392,0.0004150486,0.00001895154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883686,0.00006044801,0.01033041,0.00001649264,0.000004925135,0.00005327568,0.0003701601,0.0001081532,0.0006875187],"genre_scores_gemma":[0.9763649,0.00003127132,0.02243344,0.000006728499,0.000004514625,0.00007812042,0.0007157332,0.0000186479,0.0003466013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007931057,"threshold_uncertainty_score":0.01576978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083297270716301,"score_gpt":0.2351301872779816,"score_spread":0.2142972145708186,"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."}}