{"id":"W6911181613","doi":"10.5281/zenodo.10247337","title":"Meronera venustula NB, ON, QC","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Agriculture and Agri-Food Canada; Canadian Forest Service","funders":"","keywords":"Beaver; Alder; Plant litter; Litter; Habitat","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001366621,0.0009208421,0.0004134674,0.001800288,0.001776454,0.000915336,0.0008739821,0.0003705616,0.2157897],"category_scores_gemma":[0.0003279499,0.0002763249,0.0001533605,0.001363049,0.0004033856,0.0007034943,0.001094366,0.0005785779,0.09967665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003055306,"about_ca_system_score_gemma":0.002340253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4470565,"about_ca_topic_score_gemma":0.7560987,"domain_scores_codex":[0.9997577,0.00001276318,0.000006832806,0.0001033835,0.00006738884,0.00005205186],"domain_scores_gemma":[0.9997246,0.0000203724,0.00003645737,0.00002244686,0.0001278177,0.00006829501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001868877,0.00004946401,0.01106527,0.0004401508,0.0000145328,0.0005394458,0.0005442764,0.0002009268,0.004870638,0.002997167,0.4481106,0.5309808],"study_design_scores_gemma":[0.00001109704,0.00001629574,0.02732469,0.0002157111,0.000005962117,0.000314661,0.000386341,0.00009369235,0.0002691938,0.0001847432,0.9711686,0.000008903298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01006587,0.005986334,0.0005620994,0.0005798484,0.0002892676,0.0001623813,0.01666449,0.0004536131,0.9652361],"genre_scores_gemma":[0.1410312,0.003539581,0.001893651,0.0007676864,0.0001167233,0.000125155,0.01452054,0.0003970499,0.8376084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5529435,"threshold_uncertainty_score":0.8889087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239491934320197,"score_gpt":0.2139489417537076,"score_spread":0.1815540224105056,"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."}}