{"id":"W1514346850","doi":"10.1023/a:1021168913400","title":"Modeling Reactive Multimedia: Events and Behaviors","year":2003,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Royal Society; University of Manitoba","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003844807,0.0001265122,0.000161715,0.0000901487,0.0006929684,0.00004922457,0.0001994432,0.0001900661,0.0000855787],"category_scores_gemma":[0.0003569125,0.0001306917,0.00003109819,0.0002187894,0.0003559982,0.0001956466,0.00006196773,0.0002306309,0.00004086932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003999457,"about_ca_system_score_gemma":0.0000736821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005898449,"about_ca_topic_score_gemma":0.0004765324,"domain_scores_codex":[0.9989207,0.0001238315,0.0002172627,0.0003018432,0.000167264,0.0002690392],"domain_scores_gemma":[0.9989843,0.0003089627,0.00006596973,0.0003300019,0.00009633339,0.000214402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001074604,0.0005296604,0.02050218,0.0000166758,0.00005301725,0.000001521233,0.0147042,0.00002922144,0.003058365,0.1347372,0.0001603274,0.8261968],"study_design_scores_gemma":[0.00418981,0.00008589238,0.0155036,0.00007318742,0.0002501246,0.00002081602,0.03049478,0.09081264,0.001702992,0.0271523,0.8280191,0.00169479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8610007,0.003725022,0.05258098,0.009555237,0.0004469244,0.006559748,0.0002131423,0.001254468,0.06466382],"genre_scores_gemma":[0.9708081,0.001569093,0.02624835,0.00009805561,0.00006396615,0.0007954838,0.00003409031,0.00001586262,0.000366949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8278587,"threshold_uncertainty_score":0.5329822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04981426622988528,"score_gpt":0.3417888098649128,"score_spread":0.2919745436350275,"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."}}