{"id":"W6893222987","doi":"10.5281/zenodo.13846003","title":"Scaling agroecology and place-based collective processes through a nationwide educational program in participatory action research","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participatory action research; Action research; Citizen journalism; Presentation (obstetrics); Action (physics); Resilience (materials science); Collective action","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":[0.06593501,0.000571353,0.000544974,0.001480016,0.00595978,0.00410197,0.002338613,0.001513724,0.008872353],"category_scores_gemma":[0.04585548,0.0006743085,0.00065161,0.002351663,0.005462758,0.004740711,0.01538579,0.00248617,0.0008982465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008534359,"about_ca_system_score_gemma":0.0263326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.013323,"about_ca_topic_score_gemma":0.03806384,"domain_scores_codex":[0.9701895,0.02387714,0.0006889255,0.002348672,0.001484346,0.001411482],"domain_scores_gemma":[0.9473565,0.03512171,0.002020854,0.008476148,0.004096597,0.002928177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003841503,0.004324417,0.02901195,0.001289481,0.00009799323,0.0002602136,0.09695943,0.009074019,0.01044666,0.09327764,0.01056643,0.7443077],"study_design_scores_gemma":[0.001318921,0.004289341,0.1724752,0.002590077,0.0003268228,0.0003978517,0.1890827,0.05496807,0.01836895,0.3138929,0.2420079,0.0002812136],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.375811,0.000372703,0.4943707,0.01516487,0.0003484057,0.01946197,0.0009635646,0.001011867,0.09249501],"genre_scores_gemma":[0.6415439,0.0001745135,0.3363483,0.0005110252,0.00003493872,0.01493549,0.0003500248,0.00009821626,0.006003487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06593501,"threshold_uncertainty_score":0.3487018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129148559704359,"score_gpt":0.326965202733961,"score_spread":0.2140503467635251,"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."}}