{"id":"W4409341981","doi":"10.18280/ijdne.200312","title":"Participatory Design for Sustainable Product Innovation of Banana Fiber in Thailand","year":2025,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Product (mathematics); Business; Fiber; Product innovation; Manufacturing engineering; Engineering; Marketing; Computer science; Materials science; Mathematics; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02466522,0.0005703828,0.0003902114,0.001513505,0.004444983,0.003661017,0.001303436,0.0008191519,0.002866849],"category_scores_gemma":[0.01387397,0.0004656454,0.0006898163,0.002179177,0.005183338,0.002209516,0.005649875,0.001009786,0.0003419743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002891134,"about_ca_system_score_gemma":0.008479865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002367907,"about_ca_topic_score_gemma":0.003793909,"domain_scores_codex":[0.9633548,0.03131762,0.0007271806,0.001064573,0.002686751,0.0008492162],"domain_scores_gemma":[0.9816862,0.01408243,0.0009420803,0.00126559,0.001321466,0.0007021734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005686125,0.0007330078,0.01239854,0.003956497,0.000135253,0.004051381,0.5428705,0.01399459,0.01330683,0.05941374,0.0031009,0.3454701],"study_design_scores_gemma":[0.0006357551,0.003789879,0.01863166,0.004442857,0.0002654365,0.003969106,0.4600935,0.02826702,0.02548242,0.09433305,0.3597726,0.0003167521],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5230181,0.00325813,0.3683124,0.003449662,0.0001767321,0.007709861,0.0003018865,0.0002931303,0.09348005],"genre_scores_gemma":[0.8376853,0.001561154,0.1484247,0.0002468223,0.00002292057,0.004823045,0.0001053737,0.00004456173,0.007085925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02466522,"threshold_uncertainty_score":0.1304437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02476212721719466,"score_gpt":0.2786417925585744,"score_spread":0.2538796653413797,"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."}}