{"id":"W6884636599","doi":"10.1111/j.2041-210x.2012.00257","title":"A general model of detectability using species traits","year":2013,"lang":"en","type":"article","venue":"RMIT Research Repository (RMIT University Library)","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Endangered species; Extinction (optical mineralogy); Abundance (ecology); Identification (biology); Distance sampling; Relative species abundance; Invasive species; Aerial survey","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001614305,0.000129601,0.0002029861,0.0001051549,0.0006519419,0.00003171098,0.0004993161,0.0001295774,0.001556522],"category_scores_gemma":[0.00002236246,0.000127453,0.0001073541,0.0003998205,0.001289578,0.001257854,0.0008993828,0.0003298807,0.00008353722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065843,"about_ca_system_score_gemma":0.00008338378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001322148,"about_ca_topic_score_gemma":0.00007526877,"domain_scores_codex":[0.9982948,0.000281501,0.0001689835,0.0003869495,0.0004227339,0.0004450417],"domain_scores_gemma":[0.9993913,0.00009736347,0.00006274766,0.0002437181,0.0000386309,0.0001662385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000826425,0.0002606555,0.6274451,0.00002419993,0.00003022407,0.00005802492,0.0004308903,0.001061133,0.3637318,0.0007038823,0.005740565,0.0004308899],"study_design_scores_gemma":[0.0003045078,0.0002045601,0.9280636,0.0000119566,0.00002416919,0.000006761013,0.0006896119,0.01397909,0.05497244,0.0003799187,0.001141591,0.0002217949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405513,0.00001845979,0.00007861014,0.0001399995,0.00002806839,0.0002864786,0.000006875658,0.00004709445,0.05884314],"genre_scores_gemma":[0.9567877,0.00001362475,0.002928376,0.00001120201,0.00002700329,0.000001833747,9.570185e-7,0.00001029887,0.04021901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3087594,"threshold_uncertainty_score":0.9993562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06114090008194355,"score_gpt":0.2536739384846826,"score_spread":0.192533038402739,"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."}}