{"id":"W6969218267","doi":"10.5281/zenodo.5997973","title":"Phytomyza","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant and fungal interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Frass; Genus; Holotype; Heteroptera","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001629796,0.00005850428,0.00005314378,0.00001835918,0.001824101,0.0003352265,0.0004129109,0.00003125186,0.03277745],"category_scores_gemma":[0.000123669,0.00002770934,0.00003026023,0.00028896,0.00008515071,0.0001484655,0.0002718046,0.00009831997,0.01938115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002276727,"about_ca_system_score_gemma":2.681478e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001870832,"about_ca_topic_score_gemma":0.000003103064,"domain_scores_codex":[0.9993429,0.00007740381,0.00008892803,0.0001783174,0.0001240021,0.0001884641],"domain_scores_gemma":[0.9995656,0.00002073944,0.00003293551,0.00005709639,0.0002383097,0.00008534421],"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":[0.00004160563,0.0001375511,0.00001078095,0.000003129326,0.00001440754,0.000004077179,0.0002142179,2.974896e-7,0.2749651,0.002016328,0.4217182,0.3008744],"study_design_scores_gemma":[0.00007361237,0.0002063209,0.002859633,0.000006448993,0.000002777666,0.00005242639,0.0001095644,0.00006009639,0.002193826,0.0001188893,0.9942436,0.00007281643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4792417,0.00002495175,0.00009436825,0.001686374,0.0002045178,0.0001779332,0.0003137491,0.0008215429,0.5174348],"genre_scores_gemma":[0.9969355,0.00001342363,0.00003364267,0.0001825983,0.0005387453,8.359208e-9,0.0007893459,0.00002710707,0.001479668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5725254,"threshold_uncertainty_score":0.9994754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04966336423145511,"score_gpt":0.2373605761090901,"score_spread":0.1876972118776349,"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."}}