{"id":"W4249655884","doi":"10.24124/2001/bpgub223","title":"Hydraulic habitat preferences of the torrential mayfly Epeorus longimanus (Ephemeroptera: Heptageniidae): the ecological importance of near-bed flows","year":2001,"lang":"en","type":"dissertation","venue":"","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mayfly; Benthic zone; Ecology; Habitat; Burrow; Biology; Larva","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005656802,0.00008153285,0.00004508998,0.00009134641,0.0001094772,0.0001886012,0.00006256904,0.0001001087,0.002292613],"category_scores_gemma":[0.0001980246,0.00005127168,0.00005093537,0.00005649632,0.0001326963,0.0001480482,0.00009476694,0.0001159323,0.0002456326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463435,"about_ca_system_score_gemma":0.00008147658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006652759,"about_ca_topic_score_gemma":0.02521798,"domain_scores_codex":[0.9999843,0.000003035744,5.71676e-7,0.000003444952,0.000002511731,0.000006100483],"domain_scores_gemma":[0.9999493,0.000006852905,0.00001307058,0.000002009778,0.000007888459,0.00002079008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007454695,0.0005336306,0.8911857,0.00004155816,0.00005076572,0.0004266946,0.001407606,0.0003690182,0.06522921,0.0002780702,0.001931354,0.03780083],"study_design_scores_gemma":[0.000003017421,0.00006248423,0.9985926,0.000001620568,0.000005604863,0.00008080949,0.0003597463,0.0001685776,0.0003923959,0.00003047443,0.0003006726,0.000001946403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993657,0.00001413137,0.00001549627,0.00001316717,0.000001048595,7.898058e-7,0.00002817679,4.506315e-7,0.0005608491],"genre_scores_gemma":[0.9990662,0.00003457161,0.00003407105,0.0000136641,0.000001608435,0.000001728961,0.00005931035,6.488336e-7,0.0007881949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006652759,"threshold_uncertainty_score":0.01322812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021179470145454,"score_gpt":0.204960364931622,"score_spread":0.1947485702301675,"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."}}