{"id":"W2086116620","doi":"10.1021/ed078p796","title":"Modular Spectrometers in the Undergraduate Chemistry Laboratory","year":2001,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Spectrometer; Modular design; Imaging spectrometer; Computer science; Optics; Physics; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.0001352041,0.00006780992,0.00008277212,0.00004259434,0.000006709395,0.00001848288,0.0001484419,0.00003849508,0.00001985744],"category_scores_gemma":[0.00005496027,0.00005640292,0.0000352188,0.0002096924,0.0000127949,0.0001047171,0.000004508465,0.0003030974,0.000003607832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001854321,"about_ca_system_score_gemma":0.00003971844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.689133e-7,"about_ca_topic_score_gemma":3.977531e-8,"domain_scores_codex":[0.9995148,0.000009914436,0.0001914684,0.0000416063,0.0001411245,0.0001010412],"domain_scores_gemma":[0.9997734,0.00003067194,0.00004226055,0.00008759037,0.00002820076,0.00003789648],"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":[0.000003323946,0.00004845883,0.0002230696,0.00001906783,0.000009559147,0.000004745163,0.0002860092,0.008802234,0.9893975,0.00002183101,0.0006221129,0.0005621357],"study_design_scores_gemma":[0.0004033611,0.00002680901,0.001765275,0.0001491193,0.000020098,0.0003549593,0.001048175,0.00596411,0.9686487,0.0007104781,0.02066869,0.0002402296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964789,0.0007516479,0.0002605658,0.0004336342,0.0002356777,0.00002416107,1.661201e-7,0.00001737362,0.001797941],"genre_scores_gemma":[0.9983406,0.00006786475,0.00124719,0.00004811666,0.0002640687,0.000002830295,0.000001449901,0.00001317701,0.00001472301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02074876,"threshold_uncertainty_score":0.2300044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003069866395081697,"score_gpt":0.2163272752851174,"score_spread":0.2132574088900357,"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."}}