{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001552511,0.0002888711,0.0002443778,0.000261833,0.0003210031,0.00007258826,0.0003019925,0.0000851671,0.0002094059],"category_scores_gemma":[0.00003096949,0.0003247522,0.00007564155,0.0008156516,0.0004434574,0.0005866113,0.001079259,0.0002267842,0.000279309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209827,"about_ca_system_score_gemma":0.000006743262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002874651,"about_ca_topic_score_gemma":0.0002574014,"domain_scores_codex":[0.9982192,0.00004599069,0.000248536,0.0005275059,0.000369925,0.0005888618],"domain_scores_gemma":[0.9993961,0.00008890199,0.0000678225,0.0002333501,0.000003256774,0.0002105305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001265189,0.0002713403,0.9727878,0.00001784627,0.00004351585,0.000372319,0.000434854,0.002805806,0.006610125,0.0008096777,0.006592406,0.009127789],"study_design_scores_gemma":[0.001356443,0.0003854921,0.6819307,0.0001327737,0.00005306899,0.0000480146,0.006962941,0.008897653,0.004470886,0.001155587,0.2930506,0.001555835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814445,0.0000120109,0.002023569,0.0004740979,0.00003820064,0.0004152012,0.00559242,0.0002994047,0.00970057],"genre_scores_gemma":[0.9962189,0.0002619923,0.001537364,0.00005470926,0.00001304711,0.000007593742,0.0009181293,0.00001961008,0.0009686322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2908571,"threshold_uncertainty_score":0.9999204,"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."}}