{"id":"W4410449499","doi":"10.18280/rcma.350206","title":"Linear and Non-Linear Optical Properties of Some Natural Dyes","year":2025,"lang":"fr","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Dyeing and Modifying Textile Fibers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); Materials science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002931862,0.0004528096,0.0007321482,0.0002587757,0.0001805627,0.0001117256,0.0002814477,0.0002541367,0.00001473724],"category_scores_gemma":[0.0001865364,0.0004239205,0.0001886693,0.000277537,0.0009891585,0.0004012447,0.0002497338,0.0005632137,0.00005754732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000154738,"about_ca_system_score_gemma":0.0000762205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219989,"about_ca_topic_score_gemma":0.00002473455,"domain_scores_codex":[0.9981107,0.00009239823,0.0006033017,0.0004244231,0.0001671188,0.0006020447],"domain_scores_gemma":[0.9988759,0.0002563432,0.00009026167,0.0004355508,0.0001825236,0.0001594461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004341712,0.0006004524,0.003010503,0.0498404,0.001522689,0.0001797412,0.007954142,0.418839,0.3845598,0.05713289,0.001532195,0.07439397],"study_design_scores_gemma":[0.001176973,0.0002338711,0.002426249,0.01193826,0.0003821555,0.0001620305,0.0001716562,0.8695356,0.1039244,0.003551939,0.005741662,0.0007552106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8753123,0.07458372,0.04300983,0.001225805,0.002390218,0.0005185186,0.00005237686,0.0003422286,0.002565024],"genre_scores_gemma":[0.8119382,0.004175204,0.1759766,0.00008250569,0.0002785381,0.00002159018,0.00001725554,0.00008411739,0.007425946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4506966,"threshold_uncertainty_score":0.9998212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054572356896304,"score_gpt":0.2688471613605601,"score_spread":0.2283014377915971,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}