{"id":"W2038744208","doi":"10.1145/585058.585063","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; Encapsulation (networking); Human–computer interaction; Formalism (music); 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":[0.0006506997,0.0004074492,0.0004886104,0.001617457,0.0006430782,0.002622078,0.0006204661,0.001014716,0.01537853],"category_scores_gemma":[0.002550937,0.0002915807,0.0003530352,0.001724917,0.0007637478,0.002541416,0.0009520379,0.0008109613,0.002843398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001771,"about_ca_system_score_gemma":0.0003951623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003316981,"about_ca_topic_score_gemma":0.00204152,"domain_scores_codex":[0.9993092,0.0001153178,0.00004383831,0.0001192868,0.0003464314,0.00006592776],"domain_scores_gemma":[0.9991386,0.0003419017,0.00004405827,0.0001412768,0.000300809,0.00003329675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001231119,0.0001167498,0.0008373061,0.0004196642,0.00003043125,0.0006425309,0.0003753351,0.04846749,0.02668429,0.2961349,0.02348904,0.6026791],"study_design_scores_gemma":[0.00002415585,0.0001787723,0.001198178,0.0002657074,0.00006116337,0.002205822,0.0004990678,0.5366581,0.07472111,0.1835268,0.200592,0.00006902723],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03494416,0.009312546,0.8398391,0.002243744,0.0008823855,0.0001343332,0.0002177334,0.001244502,0.1111814],"genre_scores_gemma":[0.5164671,0.01017019,0.3266412,0.0004763326,0.001390662,0.00008070144,0.0005962938,0.0005207796,0.1436567],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01537853,"threshold_uncertainty_score":0.05144632,"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."}}