{"id":"W2107275164","doi":"","title":"Harlequin Duck Histrionicus histrionicus distribution and stonefly nymph availability in the Maligne Valley watershed - A preliminary study","year":2005,"lang":"en","type":"article","venue":"Socio-Environmental Systems Modeling","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Nymph; Invertebrate; Watershed; Distribution (mathematics); Geography; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001377857,0.0003274995,0.0003546413,0.00003236972,0.0006449958,0.0001031854,0.000466769,0.000193477,0.000581843],"category_scores_gemma":[0.00001416553,0.0002664259,0.00009745616,0.000104851,0.000357193,0.0005560225,0.0005414472,0.0003286589,0.0005663209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002266684,"about_ca_system_score_gemma":0.00001249773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003442022,"about_ca_topic_score_gemma":0.0003126923,"domain_scores_codex":[0.9969602,0.0005272735,0.0006004155,0.0007740147,0.0005292498,0.0006088734],"domain_scores_gemma":[0.9992074,0.00005662327,0.0001419796,0.0004610363,0.000003148987,0.0001298041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002109561,0.001464491,0.8833101,0.00003152274,0.00004796003,0.0000702903,0.0123774,0.09901193,0.001086574,0.0000194211,0.001785992,0.000583344],"study_design_scores_gemma":[0.007774756,0.002303323,0.2475798,0.00006368515,0.0003655777,0.0003105719,0.2443306,0.4888689,0.00006920154,0.0003536331,0.006051466,0.001928512],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968113,0.000405497,0.0002417765,0.0007736054,0.0001487922,0.00130416,0.00009029348,0.00004538743,0.000179179],"genre_scores_gemma":[0.9989013,0.00004518348,0.00003716517,0.0001301944,0.00005957648,0.0001047251,0.0001809002,0.00001912674,0.0005218179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6357303,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350363668564295,"score_gpt":0.1994994604420717,"score_spread":0.1859958237564288,"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."}}