{"id":"W4366724603","doi":"10.21203/rs.3.rs-2806137/v1","title":"Shorebird Abundance is Associated With Nutritional Quality of Intertidal Biofilm on the Fraser River Estuary","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University; University of British Columbia; Environment and Climate Change Canada","funders":"Environment and Climate Change Canada","keywords":"Estuary; Intertidal zone; Abundance (ecology); Biofilm; Ecology; Fishery; Environmental science; Geography; Oceanography; Biology; Geology; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009007967,0.0001669535,0.0001534593,0.0005979286,0.0005617169,0.0004766969,0.0001886567,0.0002267334,0.001610489],"category_scores_gemma":[0.0002969109,0.0001852448,0.0001363123,0.000463504,0.0002304854,0.0001661009,0.0002626592,0.000203446,0.0001933709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009858302,"about_ca_system_score_gemma":0.0003262774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3647996,"about_ca_topic_score_gemma":0.7080199,"domain_scores_codex":[0.9999237,0.000007012883,0.000004239751,0.00002267217,0.00001375518,0.00002864422],"domain_scores_gemma":[0.9996693,0.00002252998,0.0001046581,0.00001493556,0.00009909007,0.00008941836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003450061,0.00001176259,0.9952788,0.000008617621,0.00001921886,0.0000365931,0.0002690506,0.00004477669,0.002785689,0.000006464156,0.0001369243,0.001367521],"study_design_scores_gemma":[1.719855e-7,0.00000271286,0.9997767,0.000001128281,0.000001085401,0.00000603166,0.0001393994,0.00001675527,0.00002367974,5.99543e-7,0.00003137233,4.772098e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995009,0.0000307701,0.00001499592,0.000009698802,0.00000100412,0.000001317232,0.0001900081,0.000001974886,0.0002493513],"genre_scores_gemma":[0.9992359,0.00003600547,0.00006003982,0.000009851817,8.548382e-7,0.000002605443,0.0002744356,0.000001330712,0.0003790573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6352004,"threshold_uncertainty_score":0.7253525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214421058730421,"score_gpt":0.3883956858798793,"score_spread":0.2669535800068372,"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."}}