{"id":"W3098005853","doi":"","title":"Design and validation of the Quantum Mechanics Conceptual Survey","year":2010,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Syllabus; Mathematics education; Graduate students; Test (biology); Psychology; Medical education; Pedagogy; Medicine","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":[0.1277011,0.001516379,0.001802874,0.005102316,0.002904478,0.002928328,0.002337261,0.002812575,0.01449061],"category_scores_gemma":[0.1931597,0.002242999,0.001563014,0.002965474,0.003164438,0.003054088,0.003135025,0.004073947,0.006190223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005016283,"about_ca_system_score_gemma":0.01670913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002350885,"about_ca_topic_score_gemma":0.002606539,"domain_scores_codex":[0.9165295,0.05696319,0.008686907,0.004870732,0.009403371,0.003546188],"domain_scores_gemma":[0.8004211,0.0771915,0.009315485,0.0245498,0.08317184,0.005350178],"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":[0.02106573,0.04373385,0.09618481,0.006559804,0.0002776109,0.001667537,0.06036291,0.009631332,0.0141808,0.04367493,0.05249422,0.6501665],"study_design_scores_gemma":[0.02129995,0.06987163,0.2381261,0.003141126,0.0004965845,0.000680143,0.05274447,0.02957708,0.02459987,0.03251506,0.5260671,0.0008807977],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.1701026,0.0002761071,0.08437646,0.002029762,0.00116063,0.7273632,0.002991973,0.0006118708,0.01108751],"genre_scores_gemma":[0.04830549,0.0001678506,0.06671789,0.00139757,0.000207324,0.8801562,0.001108551,0.0001098513,0.001829351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1277011,"threshold_uncertainty_score":0.6753563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5361597401360363,"score_gpt":0.6116988289412382,"score_spread":0.07553908880520188,"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."}}