{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002792935,0.0008241679,0.0005827978,0.001294221,0.001018106,0.001156662,0.002040787,0.001276206,0.01693359],"category_scores_gemma":[0.003527856,0.0006027719,0.0006184228,0.001238646,0.0007742163,0.002858341,0.004087148,0.002175353,0.007182622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032822,"about_ca_system_score_gemma":0.001387215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003133176,"about_ca_topic_score_gemma":0.0004434779,"domain_scores_codex":[0.99769,0.0002814431,0.00008072652,0.0006506052,0.001062727,0.0002345726],"domain_scores_gemma":[0.9971139,0.0003331046,0.0002106361,0.0005798858,0.0007377607,0.001024579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008248531,0.0009504873,0.008354216,0.0004908584,0.0000637716,0.0002752608,0.0006440556,0.004506976,0.5338908,0.06725955,0.02821033,0.3545289],"study_design_scores_gemma":[0.0005203622,0.005081744,0.01037457,0.000352947,0.0001305448,0.002623128,0.0005077719,0.04675662,0.4934795,0.05650144,0.3833843,0.0002870399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1981723,0.003505291,0.7273564,0.003313879,0.00216498,0.0007645204,0.0009810502,0.01557606,0.04816565],"genre_scores_gemma":[0.2282865,0.001727373,0.7420379,0.001072736,0.000602458,0.0005903481,0.001033523,0.0006019291,0.02404726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01693359,"threshold_uncertainty_score":0.05664849,"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."}}