{"id":"W4413712014","doi":"10.20446/jep-2414-3197-41-2-14","title":"“You Gotta Keep Your Shoulder to the Mountain and Keep Pushing”: Grassroots Labour of Hope in Environmentalism","year":2025,"lang":"en","type":"article","venue":"Journal für Entwicklungspolitik","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Grassroots; Environmentalism; Political science; Sociology; Environmental ethics; Gender studies; Engineering; Law; Philosophy; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005114564,0.0002786556,0.000330826,0.0001642873,0.000299663,0.00003060439,0.0005470871,0.0001036591,0.0007155809],"category_scores_gemma":[0.00002624904,0.0002054934,0.0001285758,0.0003064133,0.001227846,0.0002475608,0.0005311009,0.0004980642,0.0001338135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00124738,"about_ca_system_score_gemma":0.00002832664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001639514,"about_ca_topic_score_gemma":0.0002732839,"domain_scores_codex":[0.9977702,0.0001638133,0.0005355959,0.0003981779,0.0005937714,0.0005383635],"domain_scores_gemma":[0.9991105,0.00006622462,0.0002148778,0.0003253294,0.000004853621,0.0002781788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000602898,0.001383929,0.8106878,0.000138942,0.0003114696,0.0003971061,0.01688988,0.01987491,0.0413322,0.01622702,0.03871695,0.05343685],"study_design_scores_gemma":[0.0008972778,0.0001579228,0.6799016,0.0000997759,0.00005698871,0.0002289476,0.01012859,0.0001485273,0.0006605094,0.002277127,0.3050567,0.0003860505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812747,0.0008561749,0.0006714855,0.005653726,0.0003184001,0.0003216669,0.00002907997,0.00001614723,0.01085867],"genre_scores_gemma":[0.9867086,0.0003686737,0.0004645592,0.003545582,0.000102494,0.00001870968,0.000003888018,0.00002604585,0.008761379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2663397,"threshold_uncertainty_score":0.8379778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006862609550584295,"score_gpt":0.2510949901114968,"score_spread":0.2442323805609125,"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."}}