{"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":"b0d0160dac12","filters":{"venue":"Lights"}},"results":[{"id":"W4417455584","doi":"10.3390/lights1010005","title":"Advancing Light Research: From Quantum Light to Sustainable Innovation","year":2025,"lang":"en","type":"article","venue":"Lights","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Transformative learning; Point (geometry); Technological change; Work (physics); Key (lock); Turning point","authors":[{"name":"Roberto Morandotti","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01688590897841345,"gpt":0.3339160270344259,"spread":0.3170301180560124,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00683557,0.0007787992,0.001063729,0.001992167,0.005310419,0.01236393,0.001638405,0.006010064,0.01258056],"category_scores_gemma":[0.009787028,0.000409273,0.0005403967,0.002620815,0.01969795,0.02327073,0.008331842,0.0092215,0.004552864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006262322,"about_ca_system_score_gemma":0.01313257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002887126,"about_ca_topic_score_gemma":0.003064773,"domain_scores_codex":[0.9943444,0.001898769,0.000154281,0.0004692416,0.002332156,0.0008011361],"domain_scores_gemma":[0.9933769,0.003311407,0.0003588763,0.0006815262,0.001353538,0.0009177163],"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":[0.0000341072,0.00003066528,0.0001212792,0.0004126017,0.0000111055,0.00006097879,0.001007972,0.0002272015,0.0006981615,0.9148033,0.04172376,0.04086892],"study_design_scores_gemma":[0.00000953161,0.00002694995,0.00008206749,0.0003504437,0.000006255478,0.00005446235,0.0009129017,0.0002718251,0.0009178295,0.6138037,0.3835426,0.00002147305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009676727,0.1918258,0.03461949,0.4752299,0.01687162,0.0001340766,0.0002656809,0.0007740208,0.2706026],"genre_scores_gemma":[0.4600181,0.2683258,0.0364507,0.1147768,0.01990575,0.0003475799,0.000306338,0.0007448781,0.0991241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01258056,"threshold_uncertainty_score":0.0454365,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}