{"id":"W4414833673","doi":"","title":"Seeds that give revisited: Participatory plant breeding and rural revitalization","year":2023,"lang":"en","type":"book","venue":"Agritrop (Cirad)","topic":"Urban Agriculture and Sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Guangxi Academy of Agricultural Sciences; International Development Research Centre","keywords":"Citizen journalism; Work (physics); Participatory action research; International development; Participatory evaluation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003987143,0.0004549162,0.0006089341,0.00003203713,0.0003290258,0.0001875174,0.0002940324,0.000526748,0.0001651167],"category_scores_gemma":[0.0001026485,0.00017087,0.0002217705,0.0002819448,0.0001434743,0.0002131001,0.0002230596,0.0004305153,0.00009699121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002055278,"about_ca_system_score_gemma":0.00003394309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001274324,"about_ca_topic_score_gemma":0.0002718281,"domain_scores_codex":[0.9978194,0.0001310749,0.000425276,0.000617325,0.0004574611,0.0005494223],"domain_scores_gemma":[0.9989166,0.000309959,0.0002682666,0.0001265914,0.0001529826,0.0002256293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000913943,0.0001155997,0.02924187,0.0007310436,0.000264885,0.0001971404,0.0008402843,0.000001638334,0.006475098,0.009301518,0.9299028,0.02283672],"study_design_scores_gemma":[0.0002989399,0.0006922396,0.1809831,0.0009281085,0.0003821857,0.00006284174,0.001794573,0.00003829176,0.00009915297,0.01028787,0.8029664,0.001466226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7849915,0.02699284,0.00001500108,0.008398619,0.00235554,0.005785359,0.003617682,0.002710129,0.1651333],"genre_scores_gemma":[0.3058982,0.002949544,0.00001780577,0.0008337561,0.003692563,0.0001087124,0.006179369,0.00001709973,0.680303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5151697,"threshold_uncertainty_score":0.6967877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04152491128012548,"score_gpt":0.219585612333188,"score_spread":0.1780607010530625,"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."}}