{"id":"W4393713381","doi":"10.5281/zenodo.10510342","title":"Linked collectors and determiners for: Agapostemon fasciatus Crawford (Hymenoptera, Halictidae), a valid North American bee species ranging into southern Canada.","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Halictidae; Hymenoptera; Geography; Zoology; Apoidea; Biology","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":[0.001718248,0.001630525,0.001425628,0.004034198,0.001025801,0.002266536,0.002707697,0.002038817,0.06720045],"category_scores_gemma":[0.008046638,0.0008496674,0.0009986792,0.007563073,0.0005175785,0.0013915,0.002244711,0.002120945,0.0823373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002264772,"about_ca_system_score_gemma":0.004300321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04041044,"about_ca_topic_score_gemma":0.0775056,"domain_scores_codex":[0.9982887,0.0002160092,0.0002587489,0.0005782336,0.0004218331,0.0002365024],"domain_scores_gemma":[0.9960427,0.0008950937,0.0005290192,0.0008504135,0.001380526,0.0003022738],"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":[0.0000407549,0.0000128416,0.001457848,0.0006336552,0.00002503859,0.00001425414,0.00003187797,0.0001352384,0.0001375944,0.000465995,0.9951657,0.001879223],"study_design_scores_gemma":[0.0001369757,0.000008541719,0.006341504,0.0004082372,0.00002660274,0.00003787476,0.0001048138,0.0001965364,0.0003669042,0.0008459843,0.991502,0.00002405011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007516012,0.00002412796,0.00004837961,0.00002712963,0.00001378641,0.000008263983,0.9993364,0.0000942471,0.000372469],"genre_scores_gemma":[0.000273996,0.0000305454,0.0002761563,0.00003169172,0.000003702992,0.0000774694,0.9985754,0.00005130225,0.0006795617],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9595895,"threshold_uncertainty_score":0.2248079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437508196895267,"score_gpt":0.2146487108733917,"score_spread":0.180273628904439,"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."}}