{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"48e96ad385de","filters":{"venue":"Textile science and clothing technology"}},"results":[{"id":"W4322748115","doi":"10.1007/978-981-19-9634-4_2","title":"LCA Studies on Regenerative Agriculture and Regenerative Textiles: Two Routes of Regenerative Cotton","year":2023,"lang":"en","type":"book-chapter","venue":"Textile science and clothing technology","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Textile; Textile industry; Clothing; Greenhouse; Waste management; Greenhouse gas; Agriculture; Environmental science; Reuse; Pulp and paper industry; Engineering; Materials science; Horticulture; Ecology","authors":[{"name":"Rachit Kumar Sharma","is_ca":false},{"name":"Nagireddi Jagadeesh","is_ca":false},{"name":"Subramanian Senthilkannan Muthu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02214719590516725,"gpt":0.2854968434930579,"spread":0.2633496475878906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009380647,0.0005773646,0.0007554677,0.0003424848,0.0007993462,0.00006456212,0.0005613652,0.0004397401,0.0001013104],"category_scores_gemma":[0.0005897192,0.0004297475,0.00007340904,0.0005050722,0.01023206,0.0003798616,0.001286762,0.0006811749,0.00006005502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006510115,"about_ca_system_score_gemma":0.00007891254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007548888,"about_ca_topic_score_gemma":0.0002938772,"domain_scores_codex":[0.9968063,0.00004974198,0.0005193014,0.001307886,0.0007828341,0.0005339417],"domain_scores_gemma":[0.9984851,0.0001603607,0.0004583743,0.0006187072,0.0001220275,0.0001554525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009810658,0.0001906259,0.001550552,0.0001739769,0.0002804784,0.0001194037,0.02890556,0.001067924,0.136513,0.7818297,0.009099867,0.0401708],"study_design_scores_gemma":[0.002120074,0.005435574,0.003154773,0.001411117,0.0004085752,0.00019336,0.05293083,0.001426155,0.5054783,0.4071484,0.01652455,0.003768265],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8717343,0.002845098,0.00002747212,0.003282672,0.0004937488,0.001815737,0.000164045,0.000480874,0.1191561],"genre_scores_gemma":[0.82707,0.002021587,0.001098665,0.0004256995,0.00009836379,0.00008886932,0.00001724378,0.00007265016,0.1691069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3746814,"threshold_uncertainty_score":0.9998154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405348000","doi":"10.1007/978-3-031-76542-1_1","title":"Introduction to the Book: Zero Waste Sustainable Apparel Industry","year":2024,"lang":"en","type":"book-chapter","venue":"Textile science and clothing technology","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Zero waste; Zero (linguistics); Business; Clothing; Waste management; Engineering; Political science; Philosophy; Law","authors":[{"name":"Subramanian Senthilkannan Muthu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008610133861586473,"gpt":0.2195687663561202,"spread":0.2109586324945337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001129804,0.0002885069,0.0002739805,0.0002028857,0.001007456,0.0003026275,0.0008553985,0.0007344807,0.0003218872],"category_scores_gemma":[0.0002974754,0.0001116654,0.0000668225,0.0009646067,0.001505351,0.0002493556,0.0008737862,0.001336468,0.0001061955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002661353,"about_ca_system_score_gemma":0.0001306339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007286202,"about_ca_topic_score_gemma":0.00003343464,"domain_scores_codex":[0.9975851,0.00001204292,0.000285663,0.001013737,0.0004846051,0.0006188767],"domain_scores_gemma":[0.9989779,0.00003917514,0.00009988059,0.0003047196,0.0004309538,0.000147388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000143047,0.00001825198,0.000004776358,0.00005126223,0.00001530984,0.00001864879,0.0002406746,0.00001825172,0.003267277,0.7021894,0.07367697,0.2204848],"study_design_scores_gemma":[0.00002341716,0.0002401272,0.00001098548,0.00003395822,0.00001934352,0.00007452806,0.01154842,0.00003498192,0.0004637651,0.0741865,0.9131264,0.0002375459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1752161,0.006576738,0.00001321706,0.5504416,0.002464093,0.002584828,0.00004835508,0.001791567,0.2608635],"genre_scores_gemma":[0.2129119,0.000166304,0.00002429252,0.001094424,0.001321372,0.00005682775,0.000006481706,0.000005966257,0.7844124],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8394495,"threshold_uncertainty_score":0.7748638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}