{"id":"W4392167501","doi":"10.5539/ass.v20n2p14","title":"The Impact of Needle Evolution on Embroidery Focus on the Spring and Autumn and the Warring States Periods","year":2024,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Cultural and Historical Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spring (device); Focus (optics); Engineering; Physics; Structural engineering; Optics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003217909,0.00005921819,0.00006738571,0.0000142396,0.003557675,0.000389156,0.0001014453,0.000008138907,0.00001317227],"category_scores_gemma":[0.00004707846,0.00002023934,0.00004763851,0.00007490552,0.002317879,0.0001007887,0.00005828571,0.00008857737,0.000003039506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009093786,"about_ca_system_score_gemma":0.00002116407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002570952,"about_ca_topic_score_gemma":0.0005082385,"domain_scores_codex":[0.9995074,0.0000241208,0.00007033619,0.0001010263,0.0001609392,0.0001361478],"domain_scores_gemma":[0.9997303,0.0001584293,0.00002463819,0.00004247583,0.00002585586,0.00001829002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001344724,0.000003585301,0.00004411871,0.000003244898,0.00001080287,2.421035e-7,0.09120279,3.687838e-7,0.00006803023,0.8700855,0.0005578033,0.0380101],"study_design_scores_gemma":[0.0006163366,0.0007226638,0.310203,0.0002305495,0.0000805091,0.000004311752,0.2893811,0.001443395,0.0001620212,0.2791987,0.1174315,0.0005259142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6815119,0.003060381,0.000003123862,0.01523308,0.0003595731,0.0001735388,0.000006358435,0.00003492729,0.2996171],"genre_scores_gemma":[0.9989107,0.0000665358,4.657712e-7,0.00002517117,0.0002166702,0.000005268053,4.063543e-8,0.000002147704,0.0007730495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5908867,"threshold_uncertainty_score":0.9977396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291778539496169,"score_gpt":0.2503237933694644,"score_spread":0.2274060079745027,"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."}}