{"id":"W6911912149","doi":"10.5281/zenodo.13916622","title":"Achradocera barbata","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Holotype; Seta; Dorsum; Apex (geometry); Paratype","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001105263,0.0004254238,0.0003821753,0.001261657,0.001409965,0.0003791672,0.0006956885,0.0002498366,0.008722081],"category_scores_gemma":[0.0001632049,0.0001394913,0.0001407129,0.0007894746,0.0004742739,0.0003360472,0.0007027994,0.0002798084,0.003783658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005554968,"about_ca_system_score_gemma":0.0002382914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03690899,"about_ca_topic_score_gemma":0.1429693,"domain_scores_codex":[0.9998655,0.00001251662,0.000008896884,0.00005760616,0.00003054551,0.00002490296],"domain_scores_gemma":[0.9999149,0.00000706696,0.00003101413,0.000009833498,0.00002710756,0.00001015897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004944964,0.0001863614,0.1395669,0.001771186,0.0001117171,0.001900332,0.004156442,0.001045178,0.03421285,0.004472681,0.01477183,0.7973101],"study_design_scores_gemma":[0.00003674421,0.0002042327,0.7485961,0.0005624307,0.0001387979,0.003360378,0.002167948,0.0004694928,0.001648967,0.001008681,0.2417641,0.00004202215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6371354,0.01841215,0.003645715,0.0003731996,0.000184722,0.0001967509,0.002996902,0.0007559973,0.3362992],"genre_scores_gemma":[0.9713314,0.001743332,0.001994213,0.0001613724,0.00004923894,0.00004532229,0.001412758,0.00003107232,0.02323142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03690899,"threshold_uncertainty_score":0.07338828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04641646244975334,"score_gpt":0.2299059575121608,"score_spread":0.1834894950624075,"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."}}