{"id":"W2761963861","doi":"10.1002/rra.3215","title":"Body size, experience, and sex do matter: Multiyear study shows improved passage rates for alewife (<scp><i>Alosa pseudoharengus</i></scp>) through small‐scale <scp>D</scp>enil and pool‐and‐weir fishways","year":2017,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ducks Unlimited Canada; Acadia University","funders":"Institute for Wetland and Waterfowl Research, Ducks Unlimited Canada; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs; Acadia University","keywords":"Alewife; Weir; Fishery; Fish <Actinopterygii>; Fish measurement; Biology; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00062149,0.0002214281,0.0002608418,0.00004434787,0.002851894,0.0003417587,0.0003993935,0.00009607953,0.00003814041],"category_scores_gemma":[0.000271946,0.0001971694,0.00002806319,0.0001073946,0.001845555,0.0004300107,0.001488066,0.000234573,0.00003901117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003006989,"about_ca_system_score_gemma":0.000009475262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004268404,"about_ca_topic_score_gemma":0.001087618,"domain_scores_codex":[0.9980693,0.00008865446,0.0002071917,0.0008114932,0.0002205618,0.0006028084],"domain_scores_gemma":[0.9980035,0.001118748,0.00009584952,0.0005366033,0.00003707077,0.0002081604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001253528,0.0004950586,0.9395075,0.00009649667,0.00009689785,0.00000469967,0.007754268,9.19482e-7,0.003025109,0.0003612073,0.04738204,0.001263232],"study_design_scores_gemma":[0.001491883,0.0003546103,0.9290506,0.00001218137,0.00004114938,0.000004000322,0.01267307,0.0002644811,0.00105272,0.004681931,0.05026842,0.0001049917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885586,0.0001542781,0.0003111496,0.000490897,0.00001982073,0.002807724,0.0001378249,0.0000397052,0.007480016],"genre_scores_gemma":[0.986636,0.001054001,0.001184266,0.0002264089,0.00005734849,0.002340885,0.00001566288,0.00002223339,0.008463171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01045697,"threshold_uncertainty_score":0.9984463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03466547926437166,"score_gpt":0.3282274918429482,"score_spread":0.2935620125785765,"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."}}