{"id":"W6929324583","doi":"10.5063/aa/bowdish.97.3","title":"Chaoborus abundances in the 8 Dorset lakes on one evening","year":2005,"lang":"en","type":"dataset","venue":"UC Santa Barbara","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sampling (signal processing); Evening; Larva; Distance sampling; Population density; Data set","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004117779,0.0002681351,0.0002875341,0.00002903747,0.0002420701,0.00009827098,0.0006151008,0.0002663727,0.001080488],"category_scores_gemma":[0.00003829016,0.00008235993,0.0001171268,0.0003297118,0.00008708228,0.00009100399,0.00005696448,0.0005679294,0.0003815444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003707532,"about_ca_system_score_gemma":0.000009693567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008514021,"about_ca_topic_score_gemma":0.003547872,"domain_scores_codex":[0.998261,0.0001448777,0.0002832383,0.0005563422,0.0004163093,0.0003382193],"domain_scores_gemma":[0.9994908,0.0001275167,0.000136899,0.0001775241,0.0000221129,0.00004513904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004739422,0.0002306729,0.0003638547,0.000009573634,0.000006876767,0.00001803507,0.00004701506,0.000002670231,0.002672353,0.000009271194,0.973729,0.02286335],"study_design_scores_gemma":[0.00006419099,0.0003065396,0.08800793,0.00008501116,0.00003157141,0.00001686719,0.0002103397,8.383949e-7,0.0001128639,0.00001977411,0.9108971,0.0002469335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.3006638,0.00121355,2.674865e-8,0.00158541,0.0004620866,0.0003866995,0.6952339,0.00004250269,0.0004120892],"genre_scores_gemma":[0.1309572,0.001510501,0.000006950777,0.0007028757,0.003393554,0.00006339297,0.8631453,0.000001933301,0.0002183443],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1697066,"threshold_uncertainty_score":0.9998326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509588201874678,"score_gpt":0.2585968520858836,"score_spread":0.2235009700671368,"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."}}