{"id":"W4244346392","doi":"10.1145/585060.585063","title":"Multimedia document engineering in MCF","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Reuse; Multimedia; Abstraction; Software engineering; Granularity; Human–computer interaction; Abstraction layer; Formalism (music); Encapsulation (networking); Software; Programming language; Engineering","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":[0.002941124,0.0004074197,0.0003175146,0.001107472,0.001200147,0.002799991,0.0009703605,0.001091568,0.00369422],"category_scores_gemma":[0.00556422,0.000435556,0.0006500859,0.000874809,0.003750764,0.004186234,0.002431245,0.001223341,0.0006532283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001393043,"about_ca_system_score_gemma":0.00133747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002680738,"about_ca_topic_score_gemma":0.002014884,"domain_scores_codex":[0.9979108,0.0008351941,0.0001318949,0.0002290241,0.0007553548,0.0001376899],"domain_scores_gemma":[0.9970775,0.001684489,0.0001963041,0.0006018137,0.0003503645,0.0000895397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000208284,0.00002056284,0.0001595209,0.0001098969,0.000004261779,0.0002273127,0.001278024,0.006028743,0.003300847,0.9420641,0.001794773,0.04499112],"study_design_scores_gemma":[0.00005051434,0.0001114772,0.0002783626,0.0002353819,0.0000278947,0.001423195,0.0006128295,0.05464823,0.01610535,0.5424249,0.3840162,0.0000656612],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01491884,0.0008875,0.9477842,0.000972758,0.00009696893,0.0001047941,0.00007934053,0.001127291,0.03402827],"genre_scores_gemma":[0.2048556,0.001219626,0.7744928,0.0003463298,0.0001121081,0.0002060955,0.0001913213,0.0003563077,0.01821991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00369422,"threshold_uncertainty_score":0.01555437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02877819487212382,"score_gpt":0.2956628693663315,"score_spread":0.2668846744942077,"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."}}