{"id":"W4385271445","doi":"10.18280/ijdne.180311","title":"Designing Colorful Sustainable Toys for Babies: A Sustainable Design Approach","year":2023,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Pelita Harapan","keywords":"Sustainable design; Architectural engineering; Engineering; Computer science; Sustainability; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002378833,0.0002151356,0.0002892477,0.001330706,0.0002621466,0.0004307259,0.001286995,0.0003390137,0.000004078145],"category_scores_gemma":[0.000890305,0.0001988088,0.0001125207,0.0008248633,0.00007856959,0.001678179,0.0002671485,0.0007666253,0.000004419015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004385243,"about_ca_system_score_gemma":0.0003269112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004523087,"about_ca_topic_score_gemma":6.862411e-7,"domain_scores_codex":[0.9980666,0.0001286102,0.0005379126,0.0003173114,0.0004417505,0.0005078233],"domain_scores_gemma":[0.99572,0.0007716949,0.0005499064,0.0001925438,0.002698562,0.00006727355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008299564,0.0002442842,0.0002073863,0.0001315459,0.0007693557,0.001137135,0.002431998,0.03084938,0.004670972,0.9261008,0.0271068,0.005520408],"study_design_scores_gemma":[0.002341203,0.00137108,0.0002737759,0.0001101333,0.00006180412,0.001472823,0.006839985,0.6923031,0.00859904,0.2738754,0.01218684,0.0005648221],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004801053,0.0001787093,0.9914864,0.001784964,0.0007577561,0.0004816312,0.000002489523,0.0001136887,0.0003933274],"genre_scores_gemma":[0.6123857,0.0001028659,0.3839506,0.0004407327,0.0002590159,0.00005441239,0.00001140944,0.00002977797,0.00276551],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6614537,"threshold_uncertainty_score":0.8107188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844603127581562,"score_gpt":0.2811630961597946,"score_spread":0.2627170648839789,"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."}}