{"id":"W2808276770","doi":"10.1002/opph.201800025","title":"Make It Visible","year":2018,"lang":"en","type":"article","venue":"Optik & Photonik","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Daylight; Computer science; Fluorescence; Quality (philosophy); Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005272241,0.0001044478,0.00008878726,0.00004825235,0.00006622652,0.00005449412,0.0001141854,0.00005803877,0.001290868],"category_scores_gemma":[0.000005205021,0.0001029644,0.00002639424,0.00009670748,0.00002505609,0.00007627258,0.00002086802,0.00007047057,0.0003773185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002452836,"about_ca_system_score_gemma":0.000008662621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001355239,"about_ca_topic_score_gemma":0.0000258427,"domain_scores_codex":[0.9994732,0.000003323291,0.0001081301,0.000127665,0.00009336588,0.0001943163],"domain_scores_gemma":[0.9997056,0.000007357704,0.00001424394,0.0001868837,0.00003305791,0.00005285291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001462844,0.0002735645,0.001178096,0.001353474,0.0003970506,0.0000590438,0.007429612,0.6481279,0.03862469,0.006213097,0.1527661,0.1434311],"study_design_scores_gemma":[0.000375178,0.00009535067,0.0004748265,0.00004873712,0.00001651053,0.000008493008,0.00005532089,0.2389872,0.3046134,0.0003187679,0.4546126,0.000393688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2076507,0.0002522407,0.02915129,0.0002025019,0.001186378,0.0002678103,0.00001055961,0.001030926,0.7602476],"genre_scores_gemma":[0.988563,0.00009682142,0.00801812,0.0001799049,0.0001807059,0.00001750281,0.000008770335,0.00003622997,0.002898961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7809123,"threshold_uncertainty_score":0.9996221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008646181031098587,"score_gpt":0.2183452807559506,"score_spread":0.209699099724852,"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."}}