{"id":"W2976725702","doi":"10.5539/ass.v15n10p36","title":"Lamp Design from Wasted Fabric in Garment Industry","year":2019,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Converse; Process (computing); Product (mathematics); Environmentally friendly; Manufacturing engineering; Quality (philosophy); Engineering; Architectural engineering; Computer 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":[0.0009659699,0.0003649335,0.0002022137,0.0007502282,0.0007294331,0.001079241,0.0005298192,0.0006552656,0.00213881],"category_scores_gemma":[0.001208132,0.0003375164,0.0005092412,0.0004308441,0.0006518752,0.0008787626,0.0007383304,0.0002926158,0.0002785085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001248997,"about_ca_system_score_gemma":0.001324328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628676,"about_ca_topic_score_gemma":0.003128389,"domain_scores_codex":[0.9993141,0.0003591502,0.00002648241,0.00005252011,0.000176881,0.0000708692],"domain_scores_gemma":[0.9995535,0.0001876477,0.00005516369,0.00004460833,0.0001196971,0.00003929597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001010604,0.0007695989,0.02306311,0.003042357,0.00007652285,0.004003644,0.02785528,0.1432249,0.42581,0.07042912,0.002366653,0.2983484],"study_design_scores_gemma":[0.0001858242,0.004502071,0.03645729,0.001018101,0.0003402791,0.004070202,0.03714339,0.2943356,0.4511999,0.03493404,0.1355456,0.0002678184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7938342,0.0007733022,0.183492,0.0003714308,0.00002288866,0.0003046451,0.00005727585,0.0002822444,0.02086212],"genre_scores_gemma":[0.9100802,0.0005847339,0.08330833,0.0000389466,0.000002967659,0.0000955152,0.00004814082,0.00005626423,0.005784854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00213881,"threshold_uncertainty_score":0.009062171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439290825765739,"score_gpt":0.2476963842100891,"score_spread":0.2233034759524317,"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."}}