{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002657923,0.0001215225,0.0001284131,0.0004225826,0.001732068,0.0007222198,0.0002928718,0.000166615,0.005647449],"category_scores_gemma":[0.0006494605,0.0001054778,0.0001065216,0.0006796787,0.0006676596,0.0002125738,0.0005142385,0.000211206,0.0003938674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006865244,"about_ca_system_score_gemma":0.005228021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9221798,"about_ca_topic_score_gemma":0.9860531,"domain_scores_codex":[0.9998388,0.00003605919,0.000005138692,0.00003635976,0.00004218454,0.00004139055],"domain_scores_gemma":[0.9995649,0.00004627257,0.0001014126,0.00001034501,0.0001117309,0.0001652213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002956336,0.0001541744,0.8273743,0.000217152,0.0000568961,0.0009293457,0.02615784,0.000368797,0.002954966,0.0009379245,0.0403309,0.1002221],"study_design_scores_gemma":[0.000006402538,0.00001673611,0.9851844,0.0000491626,0.000008002623,0.00004105742,0.006347787,0.0001085644,0.00006892152,0.0000574346,0.008108234,0.000003116583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872836,0.001327983,0.0000611187,0.001482408,0.00003563462,0.00002930391,0.0008488652,0.00001015666,0.00892098],"genre_scores_gemma":[0.9796271,0.002177051,0.0003320809,0.0002179169,0.00002151963,0.00002823059,0.0006766837,0.00001157769,0.01690782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07782024,"threshold_uncertainty_score":0.156557,"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."}}