{"id":"W4238218900","doi":"10.1007/978-0-387-39940-9_3104","title":"Multimedia","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":[0.0002574668,0.001142433,0.0004821516,0.002139231,0.0005801801,0.003404395,0.001395589,0.001005279,0.5227593],"category_scores_gemma":[0.0009544871,0.0003596783,0.0003980641,0.002094694,0.0002178699,0.002982855,0.00175862,0.0007334138,0.396328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004198714,"about_ca_system_score_gemma":0.0004943937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001937943,"about_ca_topic_score_gemma":0.00405917,"domain_scores_codex":[0.9997402,0.00001993821,0.00001133351,0.00005113491,0.0001498289,0.00002758453],"domain_scores_gemma":[0.9996386,0.00005788299,0.00001295866,0.0000980945,0.0001309846,0.00006154882],"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":[0.00005385067,0.00003929361,0.00008261447,0.0002314235,0.00000975377,0.00006647717,0.00006362059,0.0002292278,0.005263472,0.00945134,0.5835522,0.4009567],"study_design_scores_gemma":[0.000007991445,0.00001213261,0.0002291582,0.00005909752,0.000008331182,0.0001235793,0.00003639521,0.0005213383,0.002349045,0.003214468,0.993426,0.00001255188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001175864,0.00275608,0.04645818,0.000635885,0.0009063007,0.0001998041,0.01123269,0.02778189,0.9088533],"genre_scores_gemma":[0.005955553,0.002240745,0.01385284,0.0006730308,0.0003567562,0.0001228891,0.01155892,0.003220662,0.9620186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5227593,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041779977712641,"score_gpt":0.3374138101462419,"score_spread":0.295633832433601,"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."}}