{"id":"W4237655513","doi":"10.1093/beheco/arp171","title":"Eboard","year":2009,"lang":"en","type":"article","venue":"Behavioral Ecology","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.00002738802,0.00008178533,0.0001057948,0.00005974764,0.00002364056,0.00001137374,0.0001024475,0.00007623137,0.0002960632],"category_scores_gemma":[0.000003382986,0.0000784242,0.00003502222,0.00008250273,0.0000158648,0.00004264629,0.000009223826,0.0001443134,0.0001046195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004562551,"about_ca_system_score_gemma":0.000006184902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000459531,"about_ca_topic_score_gemma":0.00002099792,"domain_scores_codex":[0.9994953,0.000004834435,0.00008835251,0.00008430779,0.00006258089,0.0002645692],"domain_scores_gemma":[0.9997957,0.00000775135,0.000003837666,0.0001096857,0.00001310635,0.00006989052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003305508,0.0001695079,0.01528693,0.00004937585,0.00003088148,0.0004181913,0.0004348009,0.02871248,0.1437644,0.005575504,0.02765195,0.7778729],"study_design_scores_gemma":[0.0005370742,0.0004988522,0.9665427,0.00000540196,0.000018429,0.00007519312,0.00002302509,0.008073941,0.004516941,0.00127963,0.01800891,0.0004199575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954492,0.00006099874,0.00005953588,0.00009604359,0.0003442175,0.00006005148,0.000002633781,0.0003784307,0.003548847],"genre_scores_gemma":[0.9992853,0.0000113532,0.0002965725,0.00002795285,0.00006165303,0.000006260206,0.000005038818,0.000009265769,0.0002965908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9512557,"threshold_uncertainty_score":0.3241684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421194447248469,"score_gpt":0.2688746839276572,"score_spread":0.2546627394551725,"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."}}