{"id":"W4389260672","doi":"10.48550/arxiv.2311.18057","title":"Non Linear Software Documentation with Interactive Code Examples","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Documentation; Computer science; Software documentation; Field (mathematics); Code (set theory); Navigability; World Wide Web; Software; Quality (philosophy); Information retrieval; Baseline (sea); Technical documentation; Multimedia; Software development; Software construction; Programming language; Set (abstract data type)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005141664,0.0006030549,0.0003949531,0.001966416,0.0008686123,0.003557078,0.00188643,0.001223684,0.01283411],"category_scores_gemma":[0.05379353,0.0005021017,0.0004242534,0.002384162,0.001185718,0.006287802,0.003668134,0.001337451,0.003035146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006043547,"about_ca_system_score_gemma":0.001554234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007792042,"about_ca_topic_score_gemma":0.002079041,"domain_scores_codex":[0.9952353,0.002246703,0.0005172588,0.0004321509,0.001373885,0.000194711],"domain_scores_gemma":[0.9078298,0.06225517,0.005851654,0.01516813,0.007497166,0.001398051],"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":[0.0008903534,0.0008998432,0.009572206,0.002418769,0.00005032073,0.001210911,0.01444834,0.007617961,0.02768636,0.06258612,0.02956097,0.8430579],"study_design_scores_gemma":[0.0007661141,0.002141583,0.01698549,0.003181232,0.0001924923,0.005910809,0.007321643,0.08232813,0.07724562,0.1323789,0.6711203,0.0004276745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2189401,0.0016821,0.7047921,0.003043386,0.0002674671,0.0006609089,0.001164782,0.01746319,0.05198601],"genre_scores_gemma":[0.4666738,0.0006345092,0.5151909,0.0003478794,0.00009141469,0.0004873741,0.001410289,0.00151264,0.01365121],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01283411,"threshold_uncertainty_score":0.04293436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08253020477204236,"score_gpt":0.2359919722441411,"score_spread":0.1534617674720987,"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."}}