{"id":"W4238170400","doi":"10.1145/949415.949436","title":"Multicodes","year":2003,"lang":"en","type":"article","venue":"","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Bytecode; Computer science; Programming language; Java; Process (computing); Java bytecode; Interpreter; Java applet; Java annotation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001486622,0.00004496061,0.0000520652,0.00001958415,0.00004369112,0.00008750697,0.0002278707,0.00002189144,0.00004011145],"category_scores_gemma":[0.00002801626,0.00003147374,0.00002423806,0.00009953987,0.0000111745,0.0001228843,0.00002649421,0.00002614269,0.0003997679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006459099,"about_ca_system_score_gemma":0.00001478465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002942145,"about_ca_topic_score_gemma":0.00000833017,"domain_scores_codex":[0.9995461,0.00003166465,0.00006984166,0.0001353215,0.00008319598,0.0001338809],"domain_scores_gemma":[0.99966,0.00002038119,0.00001623436,0.0002393075,0.00002193763,0.00004211263],"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":[6.57656e-8,0.00001416735,0.000808652,0.000001776243,0.000002048234,0.000002823387,0.0001095465,0.000001456569,0.00006226903,0.9906712,0.0004943238,0.007831676],"study_design_scores_gemma":[0.0004637225,0.00009021775,0.0009194708,9.819258e-7,0.000002745564,0.00005607933,0.0001072909,0.007304404,0.01259457,0.1582618,0.8198795,0.0003193126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004165767,0.0000691776,0.8022344,0.00005595528,0.0002823914,0.00004801754,9.329672e-9,0.0001568006,0.1967367],"genre_scores_gemma":[0.9638664,0.000001428989,0.03097692,0.0001449226,0.00001571118,0.000004352862,8.325055e-8,0.000001953187,0.004988268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9634498,"threshold_uncertainty_score":0.5138341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02866072675301392,"score_gpt":0.2514936036678427,"score_spread":0.2228328769148288,"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."}}