{"id":"W3012503554","doi":"","title":"The ASTRA Spectrophotometer: Design and Overview","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ASTRA; Computer science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008636409,0.002402528,0.003436394,0.004659204,0.001695731,0.002982398,0.004603319,0.003483462,0.01359205],"category_scores_gemma":[0.007871522,0.003528213,0.001460925,0.003210999,0.001270759,0.002518521,0.001728432,0.003079232,0.01985336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001429436,"about_ca_system_score_gemma":0.004187718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070219,"about_ca_topic_score_gemma":0.001425384,"domain_scores_codex":[0.9869423,0.002022622,0.001035949,0.001746316,0.007976381,0.000276422],"domain_scores_gemma":[0.9921977,0.00151457,0.0004485169,0.0008575302,0.004734934,0.0002467302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001630051,0.0005982426,0.007246792,0.007019506,0.0003179446,0.0003138819,0.0005423445,0.004260803,0.3635179,0.01455947,0.1204101,0.4795831],"study_design_scores_gemma":[0.0002809703,0.001225846,0.008031715,0.0003628949,0.0006452991,0.002503796,0.0002246755,0.02671757,0.4545337,0.003131362,0.5018586,0.0004835893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005284539,0.006206776,0.9576976,0.0008284351,0.0008437174,0.00314706,0.001971292,0.01527332,0.008747261],"genre_scores_gemma":[0.04130337,0.007656687,0.9041585,0.001353692,0.0007079343,0.006081577,0.003718671,0.004270088,0.0307495],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01359205,"threshold_uncertainty_score":0.04567426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079370688205943,"score_gpt":0.2447017374036084,"score_spread":0.2139080305215489,"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."}}