{"id":"W6911341538","doi":"10.5281/zenodo.10662058","title":"Linked collectors and determiners for: Carnidae (Diptera) in the Canadian National Collection of Insects (Ottawa), with the description of five new species.","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Biodiversity; Attribution; Natural (archaeology)","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":[0.001861141,0.002321323,0.002040659,0.006778853,0.002265383,0.003208536,0.004210263,0.002319641,0.09095693],"category_scores_gemma":[0.009656043,0.001490638,0.001269858,0.01467795,0.0009083304,0.00177043,0.002671867,0.002615966,0.09460738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009799665,"about_ca_system_score_gemma":0.0167022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5104054,"about_ca_topic_score_gemma":0.6940807,"domain_scores_codex":[0.997816,0.0001893904,0.0002351905,0.0006283169,0.0007137685,0.0004173245],"domain_scores_gemma":[0.9923612,0.00109548,0.0007252936,0.00146466,0.003633572,0.0007197945],"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":[0.00002358158,0.000006511918,0.0009183435,0.0004999365,0.00002190737,0.000008754081,0.00003488527,0.0001091272,0.00007892022,0.0004051346,0.9966677,0.001225211],"study_design_scores_gemma":[0.00005954265,0.000003841352,0.005668351,0.0003689699,0.00002367357,0.00002017979,0.00009005929,0.00008917924,0.0002479321,0.0005179869,0.9928808,0.00002929555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002676053,0.00001970352,0.00002871059,0.00001620401,0.00000876164,0.000005626756,0.9994851,0.00008372628,0.0003253477],"genre_scores_gemma":[0.0001600785,0.00002873675,0.0002053986,0.00001991881,0.000002096466,0.00005002547,0.9988342,0.00006278108,0.0006367977],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4895946,"threshold_uncertainty_score":0.9849558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04043622310316283,"score_gpt":0.2418444425743055,"score_spread":0.2014082194711426,"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."}}