{"id":"W6884647670","doi":"10.11575/prism/39360","title":"A collaboration in creating digital natural history collections: A case study of Alberta native bees","year":2021,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Citizen science; Biodiversity; Natural history; Sustainability; Work (physics)","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":[0.006748904,0.0003765932,0.0002460747,0.002317826,0.02238766,0.006395941,0.002999506,0.002207991,0.004573849],"category_scores_gemma":[0.009819354,0.0004736204,0.0003261869,0.00324969,0.007807891,0.003223281,0.007073092,0.002287014,0.0004508525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01707786,"about_ca_system_score_gemma":0.01690447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4184635,"about_ca_topic_score_gemma":0.7967854,"domain_scores_codex":[0.9945496,0.002746873,0.0001381945,0.0003805276,0.001353735,0.0008310314],"domain_scores_gemma":[0.9923332,0.003592834,0.0004174389,0.0007021709,0.0009575021,0.001996881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005294639,0.000260895,0.02030576,0.0001862984,0.00001854211,0.01612447,0.87563,0.0003515867,0.001670648,0.01099234,0.01042411,0.06398235],"study_design_scores_gemma":[0.000008196746,0.00005438309,0.01182182,0.0001949211,0.00001235682,0.002391915,0.8325372,0.0004987501,0.0005093893,0.001049705,0.1508936,0.00002758531],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143528,0.001046931,0.004954922,0.01043032,0.0001219853,0.0004487495,0.0002228333,0.0001331926,0.06828825],"genre_scores_gemma":[0.9409946,0.001629004,0.01790628,0.002147102,0.00004538533,0.0002356414,0.0002320988,0.0001474968,0.03666237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5815365,"threshold_uncertainty_score":0.8320556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145202154458124,"score_gpt":0.3313107901930198,"score_spread":0.2998587686484386,"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."}}