{"id":"W4417231216","doi":"10.1371/journal.pone.0334484","title":"Envisioning grassroots science: DIY biology in Canada, Britain, and Germany","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Grassroots; Scholarship; Sociotechnical system; Citizen science; Sustainability; Narrative; Framing (construction); Perspective (graphical); Equity (law)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000480604,0.00003324499,0.00007703298,0.0001092118,0.0003997896,0.00003382081,0.0001829769,0.00002858764,0.000130534],"category_scores_gemma":[0.0002572612,0.00003573229,0.000005241291,0.0003945552,0.0002638071,0.00007744638,0.00009158416,0.0000777093,0.000004294174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003459327,"about_ca_system_score_gemma":0.0005784705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7927983,"about_ca_topic_score_gemma":0.9829665,"domain_scores_codex":[0.999409,0.00008116709,0.00009319368,0.0001145293,0.0001353328,0.0001667289],"domain_scores_gemma":[0.9996546,0.0001058922,0.00002229145,0.0001177737,0.00005328628,0.0000461945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008358493,0.0002535973,0.880652,0.00003886614,0.0000130607,0.000001436804,0.01535745,9.190588e-7,0.02952286,0.03354757,0.0003100314,0.04029385],"study_design_scores_gemma":[0.0002645084,0.00001283334,0.9773059,0.00020896,0.00001164092,1.030921e-7,0.01230554,0.0006198485,0.0002797676,0.003585325,0.005265991,0.0001395446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651911,0.0003165946,0.000002806406,0.005584449,0.00003833955,0.00009166193,0.000003060004,0.00001215594,0.02875978],"genre_scores_gemma":[0.9968749,0.002213679,0.00009805771,0.0004177981,0.0000173649,0.000008099532,0.000003463844,0.000001451667,0.0003652241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1901682,"threshold_uncertainty_score":0.3074899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2983928052457896,"score_gpt":0.4019236873591971,"score_spread":0.1035308821134076,"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."}}