{"id":"W2584813365","doi":"10.1021/acs.jchemed.6b00459","title":"Interactive Simulations To Support Quantum Mechanics Instruction for Chemistry Students","year":2017,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"University of St Andrews; Higher Education Academy; Institute of Physics","keywords":"Visualization; Computer science; Quantum chemistry; Chemistry education; Mathematics education; Chemistry; Physical chemistry; Quantum mechanics; Physics; Mathematics; Artificial intelligence","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":[0.0001922561,0.0001441439,0.0002286572,0.00004019987,0.0001655865,0.0002226214,0.0008266433,0.0001648225,0.0004672045],"category_scores_gemma":[0.002792098,0.000146848,0.0001464999,0.00004426733,0.00003256825,0.0004321273,0.0001308191,0.00039981,0.000006032214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004614452,"about_ca_system_score_gemma":0.0006487044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006697772,"about_ca_topic_score_gemma":6.876998e-7,"domain_scores_codex":[0.9986067,0.00000548269,0.0004869269,0.0001950426,0.0004848695,0.0002209201],"domain_scores_gemma":[0.9975747,0.000095183,0.0007075004,0.0004525764,0.0008823693,0.0002876246],"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":[0.0002020097,0.0004554623,0.0007363602,0.0001631288,0.00007661564,0.000001324918,0.0002830937,0.00002476586,0.9874971,0.00007448476,0.002291554,0.008194127],"study_design_scores_gemma":[0.0009705896,0.00004698268,0.00008296542,0.0001413348,0.00005937627,0.00008216896,0.0003768582,0.000498354,0.9809177,0.004040936,0.01261323,0.000169514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996174,0.000008852985,0.0007266288,0.001087591,0.0004310173,0.0001012415,0.00003086516,0.00001212822,0.001427671],"genre_scores_gemma":[0.9963361,0.000006623125,0.001560238,0.00005432638,0.001233884,0.00001947568,0.00004571053,0.00002378311,0.0007198853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01032168,"threshold_uncertainty_score":0.5988287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031270970396672,"score_gpt":0.4092589412524568,"score_spread":0.3779879708557848,"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."}}