{"id":"W2072319496","doi":"10.1088/1464-4266/3/2/356","title":"Polarization degrees of freedom in optical pattern forming systems: alkali metal vapour in a single-mirror arrangement","year":2001,"lang":"en","type":"article","venue":"Journal of Optics B Quantum and Semiclassical Optics","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Crosslight Software (Canada)","funders":"Deutsche Forschungsgemeinschaft","keywords":"Optics; Polarization (electrochemistry); Materials science; Alkali metal; Physics; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001304169,0.0001840596,0.0001738812,0.0001720898,0.000339116,0.0005796725,0.0003072602,0.0002326059,0.0007636601],"category_scores_gemma":[0.0004406183,0.0001869008,0.0000897708,0.0001996602,0.0004427774,0.0003926943,0.0003302387,0.0002415921,0.0001998259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002874073,"about_ca_system_score_gemma":0.000202986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004988139,"about_ca_topic_score_gemma":0.0006074263,"domain_scores_codex":[0.999897,0.00002014437,0.000008315512,0.00002028494,0.00003378527,0.00002051419],"domain_scores_gemma":[0.9997953,0.00006321211,0.00006209881,0.00003170041,0.00002154418,0.00002617113],"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":[0.0001481397,0.00002443356,0.0004365049,0.00007970708,0.000006400653,0.0001180163,0.0001022118,0.00406266,0.9805495,0.00873667,0.00007409562,0.0056616],"study_design_scores_gemma":[0.00009804531,0.0002766947,0.001173306,0.00000938344,0.0000126028,0.0002272322,0.00006012775,0.04347932,0.9487051,0.003583044,0.002349048,0.00002617684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896078,0.0001795446,0.008135603,0.00006059864,0.00001196799,0.00001667334,0.00002481602,0.00006137585,0.001901814],"genre_scores_gemma":[0.992331,0.0001436311,0.006739813,0.000008461568,0.000004454109,0.00001642044,0.000022325,0.00001138026,0.0007224447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007636601,"threshold_uncertainty_score":0.002554655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922176675020928,"score_gpt":0.2517645586646969,"score_spread":0.2225427919144877,"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."}}