{"id":"W4361771530","doi":"10.2139/ssrn.4402582","title":"Biomonitoring of Honey Metal Pollution by Citizen Scientists","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Biomonitoring; Citizen science; Pollution; Environmental chemistry; Environmental science; Environmental planning; Environmental protection; Chemistry; Biology; Ecology; Botany","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001258401,0.0001705965,0.0001270399,0.0008801441,0.0005681127,0.0007104049,0.0002099025,0.000549524,0.002065233],"category_scores_gemma":[0.003063092,0.0001282991,0.0001467039,0.0005851567,0.0001939032,0.0004018798,0.0006496178,0.0003919158,0.0006004966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002716447,"about_ca_system_score_gemma":0.0004911527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004388076,"about_ca_topic_score_gemma":0.01065424,"domain_scores_codex":[0.9990019,0.0005090865,0.00007217243,0.0001348648,0.0002070918,0.00007492602],"domain_scores_gemma":[0.9974963,0.0005601562,0.0007007705,0.0002242783,0.000812801,0.000205745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001606668,0.0001521802,0.9319287,0.0001056807,0.00004528863,0.0001246295,0.002342448,0.00008974054,0.009598231,0.0001871956,0.002640215,0.05262512],"study_design_scores_gemma":[0.00002009719,0.0006762779,0.9620149,0.00006583735,0.00005898702,0.0003272601,0.009565799,0.0006960874,0.007337351,0.0003670915,0.0188547,0.00001567317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891662,0.0002919345,0.0006884072,0.000863238,0.00003537827,0.00006534155,0.0006301674,0.00001976516,0.008239589],"genre_scores_gemma":[0.9902698,0.0005591172,0.001888233,0.0004325646,0.00005494351,0.00008598345,0.0006637551,0.000007085927,0.006038613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004388076,"threshold_uncertainty_score":0.008725047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008689277754621708,"score_gpt":0.2550119293687589,"score_spread":0.2463226516141372,"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."}}