{"id":"W3122717395","doi":"10.7591/cornell/9781501747953.003.0012","title":"Scarabaeid Pests: Subfamily Aphodiinae","year":2020,"lang":"en","type":"book-chapter","venue":"Cornell University Press eBooks","topic":"Scarabaeidae Beetle Taxonomy and Biogeography","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scarabaeidae; Subfamily; PEST analysis; Biology; Ecology; Geography; Zoology; Botany","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001066428,0.0005257796,0.0005148122,0.0001942028,0.0002536532,0.0000876422,0.0008994141,0.0007002088,0.0008367817],"category_scores_gemma":[0.000006702615,0.0005594526,0.0004666484,0.00002971953,0.0004101018,0.0001358416,0.0001071153,0.000887759,0.0004384265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001638189,"about_ca_system_score_gemma":0.000104865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001214116,"about_ca_topic_score_gemma":0.0003789598,"domain_scores_codex":[0.9981378,0.0000556247,0.0002381413,0.000872629,0.0003009003,0.0003948901],"domain_scores_gemma":[0.9985943,0.0001234415,0.0002530684,0.0005148229,0.00009536751,0.0004190026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004823511,0.0001153163,0.04767815,0.001324396,0.003525515,0.01799763,0.0009366696,0.0008648589,0.0000515499,0.501045,0.09289362,0.3287438],"study_design_scores_gemma":[0.0005456955,0.0002168262,0.005432978,0.0000957913,0.0002856909,0.00003055971,0.00005970932,0.0002620139,0.00004905079,0.001473675,0.9906484,0.0008996229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008600759,0.0008419589,0.00006667515,0.00001651459,0.0004491043,0.0004153042,0.0009822411,0.000241066,0.9961271],"genre_scores_gemma":[0.1725708,0.0007148905,0.0002985372,0.0006535921,0.0005568662,2.810729e-7,0.0006687299,0.00003315179,0.8245032],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8977548,"threshold_uncertainty_score":0.9996857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04227662522075198,"score_gpt":0.1544909578035683,"score_spread":0.1122143325828163,"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."}}