{"id":"W2232833532","doi":"","title":"Participatory alternatives for charity food delivery? Finnish development in an international comparison","year":2014,"lang":"en","type":"book-chapter","venue":"Jyväskylä University Digital Archive (University of Jyväskylä)","topic":"Religion, Society, and Development","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Participatory development; Environmental planning; Food delivery; Business; Environmental resource management; Political science; Geography; Environmental science; Marketing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004412952,0.000447257,0.000800697,0.0005499893,0.0008189253,0.0001131556,0.001547475,0.0003945516,0.0001814354],"category_scores_gemma":[0.00006893201,0.0006362826,0.0004522634,0.0001235682,0.001175984,0.001042062,0.0005481726,0.0004273627,0.00005820042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009608878,"about_ca_system_score_gemma":0.0009235368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155173,"about_ca_topic_score_gemma":0.01404693,"domain_scores_codex":[0.9971533,0.0001254294,0.0004152174,0.000853161,0.0008658319,0.0005870656],"domain_scores_gemma":[0.9976894,0.0004061228,0.0006413941,0.000350128,0.000490361,0.0004226545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002007776,0.001210797,0.02098266,0.0003775934,0.001806486,0.0001424127,0.4696785,0.0001779724,0.00004458367,0.4440446,0.02753147,0.03199519],"study_design_scores_gemma":[0.002640451,0.0004054324,0.01652742,0.0003540745,0.0001071712,0.000001116985,0.05248588,0.0002968188,0.00001235962,0.01925494,0.9067919,0.001122395],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4730482,0.0003258939,0.02457252,0.0006814201,0.001094409,0.002237709,0.001882626,0.0003191973,0.495838],"genre_scores_gemma":[0.9243752,0.002477869,0.008159436,0.0001216526,0.0002756951,0.000001455125,0.00116268,0.00007019428,0.06335586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8792605,"threshold_uncertainty_score":0.9996089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06377286100238871,"score_gpt":0.2694203524289448,"score_spread":0.2056474914265561,"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."}}