{"id":"W4393079963","doi":"10.1117/12.3030016","title":"Front Matter: Volume 12817","year":2024,"lang":"en","type":"paratext","venue":"","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of British Columbia; Gwangju Institute of Science and Technology; Oxford University Hospitals NHS Foundation Trust; Chonnam National University; University of Oxford; University of Miami","keywords":"Volume (thermodynamics); Front (military); Computer science; Geology; Physics; Oceanography; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003495037,0.001785515,0.0006765433,0.002197612,0.00134578,0.003888115,0.0008147361,0.002173245,0.8323854],"category_scores_gemma":[0.0004408913,0.0005661678,0.0005417304,0.001059951,0.001049243,0.001434595,0.001156047,0.001249896,0.7025443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089111,"about_ca_system_score_gemma":0.000894469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163396,"about_ca_topic_score_gemma":0.003676645,"domain_scores_codex":[0.9997143,0.00001604737,0.000008337774,0.0000837668,0.0001198785,0.00005766],"domain_scores_gemma":[0.9995704,0.00008736552,0.000022269,0.00003565886,0.0001086693,0.0001755602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001939972,0.0001885665,0.0003325825,0.0003146851,0.00001812371,0.0001546005,0.00006052557,0.0003247683,0.005665018,0.01480925,0.7292456,0.2486922],"study_design_scores_gemma":[0.00001449165,0.00005417518,0.0004888626,0.00008371321,0.000005819872,0.00008540128,0.0000331902,0.0003275377,0.001077784,0.001789123,0.9960324,0.000007414992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001310918,0.0003842117,0.0006719328,0.001023933,0.002159183,0.00005108814,0.0008946292,0.0003281235,0.993176],"genre_scores_gemma":[0.001119448,0.000235478,0.0001741281,0.0001404134,0.0002348514,0.00001209341,0.0002838479,0.00007394926,0.9977257],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1676146,"threshold_uncertainty_score":0.239082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086290568410259,"score_gpt":0.2562398193628723,"score_spread":0.2453769136787697,"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."}}