{"id":"W2223824703","doi":"10.1007/s10750-015-2553-1","title":"Slimy Sculpin (Cottus cognatus) annual growth in contrasting regulated and unregulated riverine environments","year":2015,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; University of Waterloo","funders":"","keywords":"Sculpin; Environmental science; Cottus; Benthic zone; Fishery; Fish <Actinopterygii>; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003714105,0.000178249,0.00022411,0.0000498672,0.0001009897,0.000007913954,0.0001463513,0.0001321115,0.0002032164],"category_scores_gemma":[0.0001406599,0.0001579631,0.00001923541,0.000182724,0.0004747761,0.0001702112,0.000537095,0.0001391309,0.0002086588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001286159,"about_ca_system_score_gemma":0.000003357336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001656922,"about_ca_topic_score_gemma":0.0002981822,"domain_scores_codex":[0.9988042,0.0001024282,0.0002165425,0.0004054217,0.00009196271,0.0003794088],"domain_scores_gemma":[0.999661,0.00004881144,0.00008096301,0.000118629,0.000004512599,0.00008611211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007208469,0.0001086314,0.9880131,0.000005495728,0.00004372818,0.00004909534,0.0003894128,0.0005840088,0.002183683,0.00008345292,0.008045027,0.0004222593],"study_design_scores_gemma":[0.001415161,0.0001525844,0.9944347,0.00001098939,0.00001655608,0.000007683561,0.000188115,0.001046992,0.0003283987,0.0005360312,0.001653126,0.00020972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935634,0.00005642201,0.0000447599,0.0002685696,0.00009943269,0.0002838565,0.00001087332,0.00005667091,0.005616046],"genre_scores_gemma":[0.9984112,0.00005895813,0.0002490589,0.0003349506,0.00001089123,0.00001757553,0.00002809781,0.000009054087,0.0008801737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006421522,"threshold_uncertainty_score":0.6441549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101063696343881,"score_gpt":0.1977304793451502,"score_spread":0.1876241097107621,"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."}}