{"meta":{"query_hash":"c143cf7e9bbe","filters":{"venue":"Progress in optical science and photonics"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/c143cf7e9bbe","api":"https://metacan.xera.ac/api/v1/cohort?venue=Progress+in+optical+science+and+photonics"},"results":[{"id":"W4415751780","doi":"10.1007/978-981-95-1561-5_9","title":"Generative AI in Multi-analytes Sensing","year":2025,"lang":"en","type":"book-chapter","venue":"Progress in optical science and photonics","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Intelligent decision support system; Photonics; Intelligent sensor; Optical fiber; Transmission (telecommunications); Deep learning","score_opus":0.022004059671962107,"score_gpt":0.29311757547417566,"score_spread":0.27111351580221354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415751780","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0040112184,0.008148007,0.9412922,0.0011643014,0.00040072188,0.000018921703,0.00008895959,0.00051073433,0.044364903],"genre_scores_gemma":[0.4360956,0.009753244,0.44062507,0.0020140891,0.0011292651,0.0001875371,0.00043775717,0.0007261163,0.10903133],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993574,0.00023037083,0.000028119939,0.00014086047,0.00020267413,0.00004060931],"domain_scores_gemma":[0.99840516,0.0013182453,0.00003116905,0.00016115706,0.00005891157,0.000025309051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087906787,0.000619893,0.0008288804,0.0006350293,0.00044759182,0.0021098957,0.0015718933,0.00124547,0.0059052464],"category_scores_gemma":[0.0023493695,0.0005720167,0.0009301924,0.00096302055,0.0038713966,0.0028960372,0.0018930986,0.0021443367,0.001387127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000235851,0.000028773597,0.00019046546,0.0002694933,0.000045980254,0.00012349863,0.00026052294,0.057381228,0.00254499,0.8373584,0.0055378526,0.096235245],"study_design_scores_gemma":[0.0000032395046,0.000009863931,0.00009604632,0.00004090249,0.000009230885,0.00013430046,0.000030592364,0.18869117,0.0016403407,0.79488945,0.014437991,0.000016994929],"about_ca_topic_score_codex":0.0012211773,"about_ca_topic_score_gemma":0.0014092139,"teacher_disagreement_score":0.0059052464,"about_ca_system_score_codex":0.0009908505,"about_ca_system_score_gemma":0.0003627033,"threshold_uncertainty_score":0.019755006},"labels":[],"label_agreement":null}]}