{"id":"W4410917005","doi":"10.5539/ass.v21n3p27","title":"Establish the Systemic and Sustainable Development Cycle of Participate Design","year":2025,"lang":"en","type":"article","venue":"Asian Social Science","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":"Beijing Forestry University","keywords":"Sustainable development; Business; Process management; Psychology; Political science","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":[0.02327659,0.0007298951,0.0005094543,0.002332076,0.004691529,0.01265936,0.001976734,0.003008435,0.007047039],"category_scores_gemma":[0.01799619,0.000661928,0.0005966128,0.001186098,0.01785712,0.01134172,0.01219943,0.003321162,0.002220477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007361114,"about_ca_system_score_gemma":0.02656779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091855,"about_ca_topic_score_gemma":0.002735294,"domain_scores_codex":[0.9857658,0.007917013,0.0005354403,0.001480491,0.003511616,0.0007896778],"domain_scores_gemma":[0.9864464,0.003938811,0.0008919038,0.003671007,0.003889918,0.001161906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001810874,0.0001344263,0.002839861,0.0002407189,0.00002373892,0.0001327804,0.008263189,0.00282931,0.001476012,0.8915833,0.003731538,0.0887271],"study_design_scores_gemma":[0.00002352884,0.0001634708,0.001686667,0.0006236264,0.00002117427,0.0002158521,0.01236061,0.005606713,0.001947828,0.7955235,0.1817868,0.00004020374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04595033,0.001358843,0.582558,0.03304707,0.0003151873,0.00162901,0.0001202345,0.0005706131,0.3344508],"genre_scores_gemma":[0.6760316,0.0009966274,0.2936017,0.001604999,0.00007404261,0.001365723,0.0001419798,0.0002552055,0.02592814],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02327659,"threshold_uncertainty_score":0.1230999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973608712265641,"score_gpt":0.2515156709391794,"score_spread":0.231779583816523,"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."}}