{"id":"W1896782350","doi":"10.3897/zookeys.525.6143","title":"New species without dead bodies: a case for photo-based descriptions, illustrated by a striking new species of Marleyimyia Hesse (Diptera, Bombyliidae) from South Africa","year":2015,"lang":"en","type":"article","venue":"ZooKeys","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Universiteit van die Vrystaat","keywords":"Zoology; Biology; Taxonomy (biology); Type (biology); Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008205003,0.0006547834,0.000346388,0.001024529,0.002848758,0.0009612509,0.001201368,0.001111858,0.005752562],"category_scores_gemma":[0.002814472,0.0004100015,0.0002307981,0.0006981296,0.003684517,0.003564466,0.002529918,0.001658309,0.0009628219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008545048,"about_ca_system_score_gemma":0.0004489661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004888239,"about_ca_topic_score_gemma":0.02050688,"domain_scores_codex":[0.9993142,0.0001730626,0.00008061925,0.0001617172,0.0001548275,0.0001155097],"domain_scores_gemma":[0.998772,0.0004573223,0.0003610705,0.0001660596,0.0001156103,0.0001279468],"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":[0.0007963482,0.0001034282,0.07991577,0.003480674,0.00007904728,0.3366038,0.1252372,0.0008555077,0.0394101,0.04438477,0.01286749,0.3562659],"study_design_scores_gemma":[0.00002110345,0.0002215163,0.08231685,0.002593057,0.0000978755,0.3740608,0.03344806,0.0004814411,0.003609942,0.006776971,0.4962692,0.0001031513],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8524233,0.0224527,0.01627676,0.007762086,0.001724346,0.0005531952,0.0005687644,0.0002227152,0.09801614],"genre_scores_gemma":[0.9765097,0.004761831,0.01006493,0.001082962,0.0003873819,0.0001150632,0.0001440304,0.00005640312,0.006877735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005752562,"threshold_uncertainty_score":0.01924425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181418779514647,"score_gpt":0.228573740101632,"score_spread":0.1104318621501673,"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."}}