{"id":"W2071255138","doi":"10.1007/s10664-014-9323-y","title":"Recommending reference API documentation","year":2014,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Documentation; Computer science; Categorization; Programmer; Set (abstract data type); Internal documentation; Information retrieval; World Wide Web; Software; Artificial intelligence; Programming language; Software system","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":[0.003378434,0.001127952,0.00107935,0.01004028,0.001604274,0.002832006,0.001597941,0.002183166,0.01481635],"category_scores_gemma":[0.06631322,0.000676202,0.001008699,0.005870799,0.0003401324,0.004117116,0.00146109,0.001799469,0.00935573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000973259,"about_ca_system_score_gemma":0.003169667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009660594,"about_ca_topic_score_gemma":0.01985606,"domain_scores_codex":[0.9946477,0.001576454,0.0004480657,0.0006753393,0.002443407,0.00020898],"domain_scores_gemma":[0.9695656,0.007850987,0.00144583,0.00574202,0.01451508,0.0008804859],"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":[0.0003493457,0.0006067688,0.01695449,0.0006761433,0.0001067516,0.0004016977,0.0004837688,0.005559518,0.00857547,0.004246269,0.1429549,0.8190849],"study_design_scores_gemma":[0.0004255502,0.001383113,0.03775989,0.001347372,0.0008493579,0.002178494,0.002091787,0.5839574,0.0482426,0.02781718,0.2935989,0.0003485041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2709225,0.006502787,0.5602111,0.006729505,0.002775125,0.001486053,0.007873271,0.0626672,0.08083245],"genre_scores_gemma":[0.5664424,0.002833202,0.3620522,0.001164547,0.0006287945,0.0005210571,0.01768199,0.003603786,0.04507205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01481635,"threshold_uncertainty_score":0.04956561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239301421113391,"score_gpt":0.305043085659209,"score_spread":0.2726500714480751,"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."}}