{"id":"W1831367804","doi":"10.1119/1.4913786","title":"Enhancing student learning of two-level quantum systems with interactive simulations","year":2015,"lang":"en","type":"article","venue":"American Journal of Physics","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Physics; Visualization; Class (philosophy); Physics education; Mathematics education; Computer science; Quantum mechanics; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00226274,0.0009013768,0.0006445067,0.000437734,0.0004731892,0.002032385,0.001479972,0.001083569,0.003403985],"category_scores_gemma":[0.01081507,0.0003189137,0.0004182794,0.0002814464,0.0006659466,0.001682871,0.002519793,0.001110124,0.000490619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006605957,"about_ca_system_score_gemma":0.0007859209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007551256,"about_ca_topic_score_gemma":0.0008004573,"domain_scores_codex":[0.9987525,0.0006379874,0.00005239627,0.0001465027,0.0002785343,0.0001321622],"domain_scores_gemma":[0.9936578,0.004639267,0.0002628767,0.0007228092,0.0003555244,0.0003617851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.002252139,0.01922535,0.03986111,0.001158562,0.0002438025,0.0006837258,0.01675096,0.4070788,0.1399049,0.02128037,0.004328225,0.3472321],"study_design_scores_gemma":[0.0007462103,0.006575951,0.01420163,0.0001193318,0.0001014785,0.00038785,0.001747156,0.7952548,0.1400256,0.02552551,0.01513257,0.0001819165],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572262,0.00003787041,0.03664672,0.0001882002,0.00001108587,0.0002020515,0.00004909015,0.0007863244,0.004852473],"genre_scores_gemma":[0.9527201,0.00006810854,0.04566276,0.00003416753,0.000005033716,0.0001711171,0.00009006968,0.00006961426,0.001179138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003403985,"threshold_uncertainty_score":0.01196665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07897813377604329,"score_gpt":0.4370530375304597,"score_spread":0.3580749037544164,"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."}}