{"id":"W6918056659","doi":"10.5886/j8rzuf","title":"Zoological Collections, Flower Flies (Syrphidae) of North America","year":2025,"lang":"en","type":"dataset","venue":"Canadensys","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Digitization; Single specimen; Experimental science; Citizen science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006888447,0.0007698305,0.0008385222,0.00386615,0.001125442,0.001342963,0.001475345,0.0005318462,0.05022055],"category_scores_gemma":[0.003225518,0.0004703384,0.000356154,0.01052796,0.0003139222,0.0008378006,0.001287276,0.0008645115,0.03421156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850762,"about_ca_system_score_gemma":0.003593842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1253177,"about_ca_topic_score_gemma":0.2827688,"domain_scores_codex":[0.9993345,0.00006880079,0.00008328517,0.0002149099,0.0002130651,0.00008536289],"domain_scores_gemma":[0.9969523,0.000512171,0.0005356304,0.0003807998,0.001256142,0.0003630396],"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":[0.00004187194,0.00002075201,0.006687009,0.0009953342,0.0000319738,0.00004183378,0.0001885577,0.0001360681,0.000220488,0.0006312043,0.9846222,0.006382718],"study_design_scores_gemma":[0.00004194047,0.000007742604,0.03569466,0.0003079525,0.00002336815,0.00004675863,0.0003097108,0.0001184063,0.0001972588,0.000358616,0.9628751,0.00001868599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003552781,0.00005447811,0.00003725977,0.00001980286,0.000006766452,0.000006381761,0.9985832,0.00004533487,0.0008916169],"genre_scores_gemma":[0.0009357203,0.0000838446,0.0003667898,0.00002109237,0.000003241083,0.00008491064,0.9976565,0.00002659908,0.0008213739],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1253177,"threshold_uncertainty_score":0.2491765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271368729056238,"score_gpt":0.2017596778527619,"score_spread":0.1890459905621995,"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."}}