{"id":"W6906136540","doi":"10.15482/usda.adc/1173245","title":"ScaleNet: Scale Insects (Coccoidea) Database","year":2015,"lang":"en","type":"dataset","venue":"Figshare","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coccidae; Diaspididae; Creatures; Scale (ratio); Scale insect; Agriculture; Service (business)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002367831,0.0009670389,0.0008337758,0.0005361993,0.0001548004,0.0002592898,0.002300876,0.000871536,0.5508073],"category_scores_gemma":[0.004380397,0.001003548,0.0002176837,0.0007995897,0.0000305999,0.0005112182,0.001913359,0.001329448,0.7375221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004603686,"about_ca_system_score_gemma":0.001051387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004176185,"about_ca_topic_score_gemma":0.00258468,"domain_scores_codex":[0.9953545,0.0002353031,0.0005612855,0.001321716,0.001521879,0.001005324],"domain_scores_gemma":[0.994191,0.0001175497,0.0006163483,0.003580022,0.0006523279,0.0008427355],"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":[0.00003382343,0.000137383,0.000001102635,0.001353537,0.00005045485,0.0003532442,0.000008559891,0.000003256987,0.0000168478,3.777351e-8,0.9979731,0.00006861863],"study_design_scores_gemma":[0.0006398504,0.00006148885,0.00005724488,0.008100318,0.00009228315,0.00004936119,0.000005326811,0.000008752162,0.0001044988,0.000006135386,0.9897247,0.001150028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0000031207,0.002846613,8.720502e-9,0.000009876107,0.0002466341,0.0008178357,0.99498,0.0004035554,0.0006923869],"genre_scores_gemma":[0.000003254142,0.00001105421,0.00003322788,0.0003482377,0.001393088,0.0006098477,0.9967254,0.0003200586,0.0005558744],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1867148,"threshold_uncertainty_score":0.9992415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171732829708341,"score_gpt":0.3284411566149436,"score_spread":0.2112678736441095,"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."}}