{"id":"W6968581438","doi":"10.5281/zenodo.4401219","title":"Paragrallomyia citrina Ferro & Marshall 2020, new species","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Spermatheca; Seta; Pectoral girdle; Dorsum; Femur","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002066191,0.0001475945,0.0001313814,0.00009326965,0.001319193,0.0007420015,0.000963495,0.00005353994,0.02770982],"category_scores_gemma":[0.001716919,0.0001571458,0.00006669168,0.0009035982,0.000140251,0.0002747524,0.0005474832,0.0003114966,0.02202093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008466688,"about_ca_system_score_gemma":0.000006173778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004871677,"about_ca_topic_score_gemma":1.707535e-7,"domain_scores_codex":[0.9981191,0.0003168955,0.0002416668,0.0005793464,0.0004156424,0.0003273809],"domain_scores_gemma":[0.9990105,0.00003487984,0.0001091537,0.0003385738,0.0001318912,0.0003749772],"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":[0.0001339118,0.00007819721,0.000003908488,0.00003357047,0.000008670889,0.00003681222,0.001152848,0.0000344273,0.3550564,0.01582034,0.57499,0.05265099],"study_design_scores_gemma":[0.0004264537,0.0001789063,0.001084046,0.000007412676,0.000005964294,0.00009492752,0.0001818049,0.0007039158,0.02128682,0.000244656,0.9756131,0.0001720031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07087845,0.00008179425,0.01483462,0.04512277,0.0004505901,0.001199324,0.0001881654,0.004628429,0.8626159],"genre_scores_gemma":[0.9853038,0.00009834512,0.000118907,0.002274389,0.0003592491,3.680053e-8,0.0001369379,0.0007184682,0.01098993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9144253,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09977119463394285,"score_gpt":0.2560265759162546,"score_spread":0.1562553812823118,"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."}}