{"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":"95e384d94f2c","filters":{"venue":"BioPhysical Economics and Resource Quality"}},"results":[{"id":"W2922345555","doi":"10.1007/s41247-019-0054-y","title":"Dematerialization Through Services: Evaluating the Evidence","year":2019,"lang":"en","type":"article","venue":"BioPhysical Economics and Resource Quality","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":38,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Dematerialization (economics); Sustainability; Service (business); Business; Natural resource economics; Goods and services; Consumption (sociology); Environmental economics; Economics; Economy; Marketing; Microeconomics","authors":[{"name":"Blair Fix","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04849395560974468,"gpt":0.3113965608210974,"spread":0.2629026052113527,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1005943,0.001854497,0.004032361,0.01109138,0.001410706,0.006741678,0.005126243,0.005728348,0.01564051],"category_scores_gemma":[0.3598659,0.0008307445,0.005874749,0.01058836,0.00876565,0.007081084,0.005323465,0.004542096,0.0009056605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008510273,"about_ca_system_score_gemma":0.01290888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0228115,"about_ca_topic_score_gemma":0.03051813,"domain_scores_codex":[0.8939795,0.07510298,0.01169798,0.004703179,0.01191066,0.002605754],"domain_scores_gemma":[0.3872641,0.5220838,0.04808117,0.01403726,0.0248255,0.003708183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01913766,0.001397558,0.12994,0.2385237,0.06652291,0.0005080513,0.00222112,0.004607189,0.000415135,0.1325591,0.01546358,0.388704],"study_design_scores_gemma":[0.01106146,0.006923127,0.1163949,0.3724735,0.1625086,0.0008305083,0.01020795,0.007371876,0.004667225,0.1703648,0.1368285,0.000367548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1313699,0.7283258,0.01248074,0.06449953,0.003990557,0.002159492,0.008175925,0.00006255704,0.04893556],"genre_scores_gemma":[0.7635944,0.2125474,0.008338834,0.00961201,0.002040523,0.0008253568,0.001649124,0.00006734859,0.001325001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1005943,"threshold_uncertainty_score":0.5319999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}