{"id":"W1880500695","doi":"10.1002/spe.2122","title":"Fast and effective soft links","year":2012,"lang":"en","type":"article","venue":"Software Practice and Experience","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Hypertext; Markup language; Source code; Java; Code (set theory); Traceability; Information retrieval; Signature (topology); Programming language; Database; World Wide Web; XML; Software 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":[0.004283664,0.001211459,0.001094172,0.004620007,0.001800601,0.005420412,0.003013221,0.00191399,0.01372993],"category_scores_gemma":[0.03881199,0.0006937886,0.0009807275,0.003290048,0.00211511,0.00751621,0.00628574,0.002385772,0.006406049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008189568,"about_ca_system_score_gemma":0.001593307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001396164,"about_ca_topic_score_gemma":0.001478419,"domain_scores_codex":[0.9900287,0.002714394,0.0008128951,0.00152055,0.004500031,0.0004234414],"domain_scores_gemma":[0.9647225,0.01600349,0.002197529,0.01069706,0.005475499,0.0009040533],"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":[0.0005304011,0.000366353,0.002821374,0.0008021154,0.0001121204,0.0007366025,0.001877088,0.01836827,0.02601594,0.05566914,0.01950649,0.8731941],"study_design_scores_gemma":[0.0003230068,0.0006833628,0.003317057,0.0004827958,0.0002110897,0.001552068,0.001902894,0.3833796,0.1957279,0.2382742,0.1737975,0.0003486467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02160485,0.0002814674,0.9577361,0.0003928453,0.0001231849,0.0003415776,0.0004290288,0.01254159,0.00654943],"genre_scores_gemma":[0.2259067,0.0002895645,0.7528395,0.0003768897,0.0001764711,0.0004855223,0.001675467,0.003191704,0.0150582],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01372993,"threshold_uncertainty_score":0.04593122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217631886309554,"score_gpt":0.2979378863646218,"score_spread":0.2857615675015262,"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."}}