{"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":"0ae1bca737d9","filters":{"venue":"Membranes and Membrane Technologies"}},"results":[{"id":"W4416010282","doi":"10.1134/s2517751625600256","title":"Current and Voltage Oscillations on Biomimetic Membranes","year":2025,"lang":"en","type":"article","venue":"Membranes and Membrane Technologies","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Membrane; Nitrocellulose; Current (fluid); Biological membrane; Aqueous solution; Voltage; Melting point","authors":[{"name":"Nikolai Kocherginsky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01276501751900793,"gpt":0.2594315963463262,"spread":0.2466665788273182,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002589361,0.0004671673,0.0005246861,0.001009864,0.00026798,0.0001469751,0.0003026836,0.0003128228,0.00004403355],"category_scores_gemma":[0.0001707686,0.0004184983,0.00007960162,0.0007859226,0.0003926694,0.0002241441,0.0001305982,0.0004043081,0.00002145404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004766614,"about_ca_system_score_gemma":0.00002986728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001253142,"about_ca_topic_score_gemma":0.00001263939,"domain_scores_codex":[0.9982787,0.00002446493,0.0004879073,0.0005483633,0.0002276564,0.0004328745],"domain_scores_gemma":[0.9989007,0.0002855596,0.00006414139,0.0006093241,0.00006651218,0.0000738106],"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":[0.0001270581,0.0001817804,0.0005487155,0.006359026,0.000240459,0.00002515246,0.0003467162,0.00151661,0.4773216,0.06902231,0.005419722,0.4388908],"study_design_scores_gemma":[0.0009055008,0.0001006925,0.0003457642,0.0003900683,0.00008454969,0.00002273596,0.0004085845,0.006965361,0.7988148,0.005271856,0.1860465,0.0006436069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8965387,0.0532109,0.00390794,0.003431875,0.001366437,0.001970661,0.00009807794,0.01879491,0.02068046],"genre_scores_gemma":[0.973456,0.02528914,0.000438925,0.00009946413,0.0000279971,0.0001761746,0.00001989354,0.00004531992,0.0004470339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4382472,"threshold_uncertainty_score":0.9998267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}