{"id":"W2058124422","doi":"10.1675/063.034.0212","title":"Least Bittern (<i>Ixobrychus exilis</i>) Survey Protocol","year":2011,"lang":"en","type":"article","venue":"Waterbirds","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Protocol (science); Abundance (ecology); Marsh; Geography; Relative species abundance; Ecology; Habitat; Medicine; Biology; Wetland","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003377727,0.0001519227,0.0001299398,0.00002155084,0.0001145553,0.00001294348,0.0003264397,0.0001132803,0.01866341],"category_scores_gemma":[0.00001133812,0.0001177036,0.00004431481,0.0001127731,0.0002467549,0.0001920283,0.0001970862,0.000139707,0.00927313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005532242,"about_ca_system_score_gemma":0.000007275247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000944039,"about_ca_topic_score_gemma":0.002028201,"domain_scores_codex":[0.998844,0.0001172369,0.0001922454,0.0003201834,0.0001530339,0.0003732925],"domain_scores_gemma":[0.9995062,0.00001085737,0.00005369954,0.000308995,0.000006636955,0.0001136483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000598746,0.0001961544,0.9928131,0.000003632397,0.000003318653,0.00002877983,0.0003824793,8.460073e-7,0.001300474,0.000002329116,0.002568078,0.002640951],"study_design_scores_gemma":[0.0003643702,0.000140361,0.9819363,0.000003439471,0.000006007701,0.00001417146,0.00001278248,0.000003642626,0.01074138,0.0001132657,0.006491018,0.0001732857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636325,4.472575e-7,0.0000878666,0.00003555567,0.0001638167,0.01215758,0.00001059905,0.000113976,0.02379764],"genre_scores_gemma":[0.9763325,1.909392e-7,0.0004013944,0.000288411,0.0000317265,0.01529639,0.000006460581,0.00002299415,0.007619885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01617776,"threshold_uncertainty_score":0.9914983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05134117489593203,"score_gpt":0.258957610773865,"score_spread":0.207616435877933,"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."}}