{"id":"W2050563473","doi":"10.1145/604045.604106","title":"EduNuggets","year":2003,"lang":"en","type":"article","venue":"","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Government of Alberta","keywords":"Computer science; Leverage (statistics); World Wide Web; Multimedia; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001101637,0.001588142,0.0008714985,0.005962948,0.001309512,0.004531898,0.002860021,0.001533348,0.100508],"category_scores_gemma":[0.006608428,0.0006364016,0.0007750154,0.005889089,0.0005016042,0.005621017,0.004868404,0.001199079,0.0824762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008661179,"about_ca_system_score_gemma":0.001286103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004927678,"about_ca_topic_score_gemma":0.006975072,"domain_scores_codex":[0.9988019,0.0002169931,0.0001136539,0.0001924699,0.0005513796,0.0001234655],"domain_scores_gemma":[0.9975882,0.0004294699,0.0001522301,0.0009713562,0.0005421235,0.000316681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004822175,0.0001037142,0.000950343,0.0005963912,0.00003439704,0.0002834398,0.0005134366,0.001038192,0.002841712,0.01596366,0.6646386,0.3125538],"study_design_scores_gemma":[0.00003808907,0.00003845233,0.0005874658,0.0001060251,0.00001469591,0.0002123046,0.00013296,0.002021038,0.00300655,0.005677119,0.9881325,0.0000327266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.01267533,0.005230187,0.1322036,0.002019595,0.001539721,0.001202087,0.1718086,0.3737454,0.2995756],"genre_scores_gemma":[0.06630389,0.005003365,0.1172895,0.001716541,0.0007481098,0.001143153,0.4561042,0.05692762,0.2947636],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.100508,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006952546326383278,"score_gpt":0.2023671715094025,"score_spread":0.1954146251830192,"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."}}