{"id":"W6893702646","doi":"10.5281/zenodo.3792864","title":"Gnypeta : Casey 1906","year":2008,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Fredericton; Natural Resources Canada; Canadian Forest Service","funders":"","keywords":"Aedeagus; Spermatheca; Capsule; Ear lobe; Margin (machine learning)","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":[0.000190491,0.00007800141,0.0000751568,0.00001679549,0.002338723,0.0001881514,0.0003966814,0.0000417348,0.01556352],"category_scores_gemma":[0.0001495404,0.00004036286,0.00004496887,0.0003293968,0.0000871535,0.000147314,0.0003296394,0.0001068554,0.004541004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004895496,"about_ca_system_score_gemma":8.170863e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006823878,"about_ca_topic_score_gemma":0.000004027047,"domain_scores_codex":[0.9991353,0.0001169596,0.000123941,0.0002303322,0.0001689334,0.0002245076],"domain_scores_gemma":[0.9995463,0.00001941954,0.00004473514,0.00008120493,0.000188571,0.0001197601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008219299,0.0001846812,0.0001869571,0.000007824565,0.00001401592,0.00004316532,0.000198413,0.000006206441,0.01041046,0.002065674,0.1040352,0.8827652],"study_design_scores_gemma":[0.0001121477,0.0001516904,0.01638282,0.000004484426,0.000003036015,0.0001976571,0.00008850783,0.0000332204,0.0005636984,0.00004415779,0.9823202,0.00009838261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9362586,0.00004441717,0.0001049771,0.0006384757,0.00004604907,0.0001732559,0.0002075538,0.0004147607,0.06211192],"genre_scores_gemma":[0.9977498,0.0000362767,0.00002217412,0.0001110772,0.0001615095,2.150848e-8,0.001701878,0.00001065217,0.0002065852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8826668,"threshold_uncertainty_score":0.9989601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05302817338688749,"score_gpt":0.2107839259711139,"score_spread":0.1577557525842264,"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."}}