{"id":"W6991826899","doi":"","title":"Influence of culverts on small stream fish communities in Northwestern Ontario / by Eric K. Berglund.","year":2007,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Culvert; Tributary; Population dynamics of fisheries; Habitat; STREAMS; Fish <Actinopterygii>; Population; Fragmentation (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001548179,0.0003601072,0.0004703048,0.0004621192,0.0003007023,0.00001200166,0.0008102655,0.0003165627,0.0003930337],"category_scores_gemma":[0.00001009157,0.0004335029,0.0001034992,0.0006319889,0.000330741,0.0001968004,0.0004082963,0.0006194713,0.0001066282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009738135,"about_ca_system_score_gemma":0.00005846213,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06519799,"about_ca_topic_score_gemma":0.9997895,"domain_scores_codex":[0.9986402,0.0001377674,0.0003092313,0.0003454393,0.0001657577,0.0004015863],"domain_scores_gemma":[0.9989277,0.0002356012,0.000235049,0.0004818703,0.00003885875,0.00008090462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001955959,0.0008187844,0.971563,0.0001131106,0.00009276829,0.00006498776,0.01168189,0.000503986,0.000008692884,0.0002475483,0.0140218,0.0006878815],"study_design_scores_gemma":[0.0005464325,0.0001875765,0.8544839,0.0002400655,0.00007890613,5.931593e-7,0.002380805,0.000002688489,0.00005031782,0.00002672536,0.1416647,0.0003373164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6740363,0.00001933283,0.00000172002,0.00001972882,0.0001103862,0.000237898,0.00003126664,0.00002804717,0.3255153],"genre_scores_gemma":[0.8970127,0.00002045502,0.000007599031,0.0000227203,0.00000548328,0.000004079138,0.0006455937,0.00001940852,0.1022619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9345916,"threshold_uncertainty_score":0.9998116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669272553395956,"score_gpt":0.220742600254225,"score_spread":0.2040498747202655,"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."}}