{"id":"W4393796237","doi":"10.5281/zenodo.10508377","title":"Linked collectors and determiners for: Xylocopa sonorina Smith, 1874 from Vancouver, British Columbia, Canada (Hymenoptera: Apidae, Xylocopinae) with comments on its taxonomy.","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":"Hymenoptera; Apidae; Taxonomy (biology); Geography; Zoology; 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":[0.0009222649,0.001780685,0.001593939,0.006228183,0.002006649,0.002477363,0.002812863,0.001566998,0.08544312],"category_scores_gemma":[0.006564461,0.0009554546,0.0006595574,0.01404119,0.0006866954,0.001020781,0.001923293,0.001927318,0.08047704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007046829,"about_ca_system_score_gemma":0.01526224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5821175,"about_ca_topic_score_gemma":0.7661729,"domain_scores_codex":[0.998719,0.00008310172,0.0001284457,0.000382945,0.0004174676,0.0002690809],"domain_scores_gemma":[0.995119,0.0006001569,0.0003991617,0.0008304983,0.00256344,0.000487785],"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":[0.00001866359,0.00000483446,0.0009315405,0.000416971,0.00001401779,0.00001046034,0.00003215159,0.00009046111,0.0000733481,0.0002356148,0.9964066,0.001765204],"study_design_scores_gemma":[0.00004595297,0.000002395126,0.005483923,0.0003558953,0.00001514012,0.0000189304,0.0001213541,0.00008027037,0.0001684462,0.0003254834,0.9933646,0.00001769559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006809499,0.00003801909,0.00002885384,0.00001922952,0.00001304573,0.000007358033,0.9991482,0.00008315862,0.0005939917],"genre_scores_gemma":[0.0003685776,0.00005871313,0.000223235,0.00002273009,0.00000367866,0.0000663124,0.9978264,0.00006153224,0.001368827],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4178825,"threshold_uncertainty_score":0.840687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04424038901784208,"score_gpt":0.1994666220355631,"score_spread":0.1552262330177211,"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."}}