{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"e8e3b80617ea","filters":{"venue":"EcoWISE"}},"results":[{"id":"W2888572398","doi":"10.1007/978-981-13-0149-0_7","title":"Agro-Industrial Discards and Invasive Weed-Based Lignocelluloses as Green Building Materials: A Pertinent Review","year":2018,"lang":"en","type":"review","venue":"EcoWISE","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Discards; Weed; Environmental science; Agroforestry; Agronomy; Biology; Ecology","authors":[{"name":"Nadeem Akhtar","is_ca":true},{"name":"Seema Patel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05204935200193166,"gpt":0.3161992777767565,"spread":0.2641499257748249,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001025602,0.0009838874,0.002936222,0.0002461239,0.0002457544,0.0004121756,0.001046471,0.0005338076,0.001584538],"category_scores_gemma":[0.0007750217,0.0007116934,0.0005358377,0.000389064,0.0002329724,0.0003215841,0.0006579678,0.0003977312,0.001502627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002384067,"about_ca_system_score_gemma":0.0006721204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003349732,"about_ca_topic_score_gemma":0.00001035781,"domain_scores_codex":[0.9955196,0.0005911789,0.001468341,0.001115762,0.0005910841,0.000714062],"domain_scores_gemma":[0.9969374,0.000559084,0.001082429,0.0009369605,0.000153234,0.0003308927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001947663,0.0001590451,0.000006294764,0.3476224,0.0005848127,0.000537373,0.0001530189,0.000001341906,0.1129148,0.0004866996,0.04673804,0.4906015],"study_design_scores_gemma":[0.0003798308,0.0002037959,3.278337e-7,0.1274292,0.001422023,0.0001548727,0.000002549044,0.000001194034,0.04019759,0.00007691159,0.8291726,0.0009591706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004982495,0.9897523,0.000002516982,0.0002172636,0.001507513,0.002807413,0.0002836996,0.0001904134,0.0002563868],"genre_scores_gemma":[0.0001291069,0.9959027,0.0004879499,0.0003420565,0.001761855,0.000433763,0.0002189326,0.0001248533,0.000598796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7824345,"threshold_uncertainty_score":0.9995334,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}