{"id":"W7133374563","doi":"","title":"Creating a User-steerable Media Presentation-system as a Canadian/Australian Distance-Learning Research Project","year":2010,"lang":"en","type":"article","venue":"RUNE (Research UNE)","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interactivity; Architecture; Social media; Path (computing); Narrative; Interactive media; Systems architecture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007648696,0.0001997301,0.0002957082,0.00144327,0.002143088,0.001631361,0.001699087,0.0002014665,0.0001445426],"category_scores_gemma":[0.00291201,0.0001869199,0.0001053135,0.005623732,0.0002273025,0.00108794,0.0003645099,0.002140979,0.0004315988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004168887,"about_ca_system_score_gemma":0.002595224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5122147,"about_ca_topic_score_gemma":0.451119,"domain_scores_codex":[0.9931,0.001440536,0.0004804289,0.0008655792,0.002541512,0.001571943],"domain_scores_gemma":[0.9952834,0.001300462,0.00009462983,0.0009888917,0.001686065,0.0006465879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000553793,0.0002211996,0.06987783,0.0003329932,0.0002026808,0.000622262,0.02574158,0.001249663,0.01343937,0.8057159,0.05965416,0.02288704],"study_design_scores_gemma":[0.001561785,0.000482718,0.02672277,0.0004899715,0.00002955822,0.00006986714,0.01968403,0.3868065,0.005132587,0.004683788,0.5532418,0.001094637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5362119,0.0004965087,0.04614824,0.03027347,0.002240395,0.005946001,0.00006155332,0.001315772,0.3773062],"genre_scores_gemma":[0.9735496,0.00002701856,0.004149046,0.0000221661,0.0003293639,0.0001809869,0.00005554006,0.00003196629,0.02165428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8010321,"threshold_uncertainty_score":0.999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07779062466671911,"score_gpt":0.3840988846446625,"score_spread":0.3063082599779434,"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."}}