{"id":"W7019832995","doi":"","title":"Integrating Environmental DNA, Traditional Fisheries Techniques, and Species Distribution Modeling to Assess Bridle Shiner Status in Maine","year":2023,"lang":"en","type":"article","venue":"DigitalCommons (California Polytechnic State University)","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Minnow; Notropis; Netting; Habitat; Introduced species; Invasive species; Range (aeronautics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001254116,0.0004790254,0.000311464,0.001280066,0.0004589499,0.0006669518,0.0006558716,0.0004366668,0.0007322392],"category_scores_gemma":[0.00164276,0.0003153344,0.0005987561,0.0006270321,0.0002341153,0.0006682074,0.0007459981,0.0001808651,0.0001544879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117626,"about_ca_system_score_gemma":0.0007089876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1018417,"about_ca_topic_score_gemma":0.2085615,"domain_scores_codex":[0.9996917,0.0001082415,0.00001575422,0.0001171878,0.00002820007,0.00003889031],"domain_scores_gemma":[0.9993186,0.0003796417,0.00009350415,0.00004187024,0.0001115492,0.00005484865],"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":[0.00006017984,0.00008504998,0.938123,0.00003457707,0.0002594933,0.0001033948,0.0003448931,0.0398065,0.001914582,0.0001789312,0.0002085803,0.01888076],"study_design_scores_gemma":[0.00001977551,0.000167208,0.5431333,0.00002946848,0.0001514535,0.00007358677,0.0006592065,0.4536783,0.0006709941,0.0004190835,0.0009785236,0.00001915741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959496,0.0001046383,0.00326119,0.00003986064,0.000001871868,0.00001483012,0.0001875032,0.00005649327,0.000384008],"genre_scores_gemma":[0.9934667,0.0001128247,0.00527981,0.00003404512,0.000003037926,0.00002638268,0.0006383981,0.00001293367,0.0004258809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1018417,"threshold_uncertainty_score":0.2024978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03287604804742561,"score_gpt":0.2036632919854548,"score_spread":0.1707872439380292,"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."}}