{"id":"W2887508058","doi":"10.5430/ijhe.v7n4p99","title":"Student Produced Videos - An Innovative and Creative Approach to Assessment","year":2018,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University","keywords":"Creativity; Critical thinking; Presentation (obstetrics); Promotion (chess); Creative thinking; Mathematics education; Psychology; Medical education; Computer science; Pedagogy; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005886627,0.0007578359,0.0003142369,0.001686102,0.000563078,0.002064847,0.001520545,0.0008926968,0.006792048],"category_scores_gemma":[0.01925293,0.0002304449,0.0003551683,0.000640389,0.0006172956,0.001486505,0.001743192,0.001081365,0.001073192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006783573,"about_ca_system_score_gemma":0.001264818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005863757,"about_ca_topic_score_gemma":0.001966958,"domain_scores_codex":[0.9953976,0.002546533,0.0003317944,0.0004132433,0.001149821,0.0001609659],"domain_scores_gemma":[0.9866307,0.006593788,0.0007929179,0.001133176,0.003986603,0.0008627588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006854268,0.003087418,0.01293617,0.0009358952,0.00004951341,0.0007000266,0.01193012,0.001632365,0.08767559,0.005450866,0.007597256,0.8673193],"study_design_scores_gemma":[0.001311458,0.02436962,0.1028536,0.001990823,0.0004163459,0.006213878,0.0259618,0.08641851,0.3266011,0.02809343,0.3949378,0.0008315994],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2912317,0.0003302399,0.6462353,0.001345706,0.0005017709,0.01548795,0.001155504,0.004053446,0.03965835],"genre_scores_gemma":[0.3153209,0.0003637419,0.6621379,0.0003406192,0.0001373055,0.007036687,0.0004523587,0.0002845019,0.01392603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006792048,"threshold_uncertainty_score":0.03113186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06174387448486082,"score_gpt":0.513771386363293,"score_spread":0.4520275118784322,"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."}}