{"id":"W7113018960","doi":"","title":"Distinguished Ornithologist 2024: Mark Peck","year":2025,"lang":"","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Insects and Parasite Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum","funders":"","keywords":"NOMINATE; Ornithology; Generosity; Peck (Imperial); Regret; Admiration; Geologist; Monotreme; Performance art","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0003562386,0.0007524765,0.001208604,0.000725807,0.001974978,0.0001719634,0.002318751,0.0005396763,0.007009204],"category_scores_gemma":[0.0001699401,0.00105813,0.0009795569,0.002023074,0.003963908,0.001523297,0.002216115,0.001082269,0.001155403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006066061,"about_ca_system_score_gemma":0.0002863671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199053,"about_ca_topic_score_gemma":0.001007646,"domain_scores_codex":[0.9961331,0.0001618621,0.0005697148,0.001259088,0.0008946533,0.0009815254],"domain_scores_gemma":[0.9965765,0.0003351079,0.000945555,0.001342225,0.0003157755,0.0004848331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004167609,0.001046689,0.9076271,0.0006642778,0.001511695,0.0009759151,0.05016904,0.001944671,0.0003734853,0.002724768,0.02087218,0.007922535],"study_design_scores_gemma":[0.005827987,0.000943711,0.6751513,0.001166388,0.001705153,0.00003113366,0.2149541,0.002783019,0.0001836961,0.0006319181,0.09428756,0.002334008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7355013,0.000090456,0.006028412,0.0005166367,0.001945239,0.0005597188,0.003924328,0.0001157414,0.2513181],"genre_scores_gemma":[0.9546856,0.00004383802,0.000683201,0.00003699841,0.00009203512,1.114591e-7,0.0001243513,0.00003229619,0.04430161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2324758,"threshold_uncertainty_score":0.9996223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014538075772656,"score_gpt":0.2061990171242483,"score_spread":0.1916609413515923,"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."}}