{"id":"W3037376479","doi":"10.7717/peerj.9412","title":"Using Bumble Bee Watch to investigate the accuracy and perception of bumble bee (<i>Bombus</i> spp.) identification by community scientists","year":2020,"lang":"en","type":"article","venue":"PeerJ","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Citizen science; Identification (biology); Perception; Species identification; Ecology; Geography; Biology; Zoology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004384547,0.0002047459,0.0002409025,0.001071024,0.0004336073,0.0007996389,0.0003283616,0.0003948057,0.001141043],"category_scores_gemma":[0.02585671,0.0002132118,0.0002114996,0.0005482942,0.0003202345,0.001395847,0.0007386158,0.0004606268,0.0002965276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847065,"about_ca_system_score_gemma":0.0001798024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00735055,"about_ca_topic_score_gemma":0.01205216,"domain_scores_codex":[0.9973012,0.001198346,0.0002420611,0.0003464838,0.0007537099,0.0001582703],"domain_scores_gemma":[0.9734342,0.01324481,0.007814568,0.001517276,0.003251831,0.0007373709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002164426,0.00009358206,0.9766344,0.00005989647,0.00006441924,0.00004811847,0.005374555,0.0001469655,0.002002646,0.00004420504,0.00028085,0.01503383],"study_design_scores_gemma":[0.000004025839,0.0002486709,0.9942726,0.00002113797,0.00001816485,0.00009478804,0.003116427,0.0009102285,0.0006495796,0.00003060045,0.0006208374,0.0000129856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986659,0.0000454452,0.000324613,0.00003799954,0.000003908323,0.00001949968,0.0001031271,0.00001150286,0.0007879912],"genre_scores_gemma":[0.998151,0.00007401586,0.000995959,0.00004711708,0.00001050295,0.00003500405,0.0002441935,0.00000477852,0.0004375651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00735055,"threshold_uncertainty_score":0.02318799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323447066229094,"score_gpt":0.274853898976109,"score_spread":0.1425091923531996,"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."}}