{"id":"W7033639929","doi":"","title":"The role of turbulence in broadcast spawning and larval settlement in freshwater dreissenid mussels","year":2009,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Benthic zone; Wake; Hydraulic roughness; Surface finish; Mussel; Plankton; Larva","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0001811073,0.0001657635,0.0001686436,0.0002773431,0.0002451055,0.0004176112,0.00008197293,0.0001559383,0.0002359659],"category_scores_gemma":[0.0004835487,0.0001717927,0.0002223377,0.0001242917,0.0002454163,0.0002032341,0.0003920306,0.0001944598,0.0000418958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004477542,"about_ca_system_score_gemma":0.0002690571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008467742,"about_ca_topic_score_gemma":0.009592635,"domain_scores_codex":[0.9999142,0.00001803578,0.000009168147,0.00001788328,0.00001799885,0.00002268889],"domain_scores_gemma":[0.9997758,0.00006464006,0.00008683567,0.00001136354,0.00002915907,0.00003206599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005318639,0.00007133906,0.7374161,0.00006540275,0.00007333315,0.0004291449,0.0006542262,0.009205696,0.2375934,0.0003304683,0.00008910268,0.01353993],"study_design_scores_gemma":[0.000006910519,0.000130449,0.9905668,0.000005078411,0.00002255782,0.00005114994,0.000275571,0.005485142,0.003308511,0.00005631669,0.00007805648,0.00001343901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999721,0.00002366675,0.0001098468,0.000007541392,6.461801e-7,8.062784e-7,0.00001023921,0.000002894286,0.0001233729],"genre_scores_gemma":[0.9998739,0.0000154469,0.00005360775,0.000002216289,5.270662e-7,7.712952e-7,0.00001032274,6.608793e-7,0.00004268101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008467742,"threshold_uncertainty_score":0.01683688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549836137371961,"score_gpt":0.2709684010370784,"score_spread":0.2554700396633588,"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."}}