{"id":"W2003205661","doi":"10.1145/1180875.1180906","title":"Shared waypoints and social tagging to support collaboration in software development","year":2006,"lang":"en","type":"article","venue":"","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Bookmarking; Computer science; Asynchronous communication; Software development; Collaborative software; Software engineering; Software; Human–computer interaction; World Wide Web; Knowledge management","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":[0.0002382945,0.0000710042,0.00008513112,0.00007929506,0.00008456169,0.0001865867,0.0001854408,0.00003609958,0.00003735219],"category_scores_gemma":[0.00001846836,0.00007087993,0.000008038806,0.0002630432,0.000009712337,0.0003772611,0.0001229701,0.00003949368,0.00005724258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008383486,"about_ca_system_score_gemma":0.0001053444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006181198,"about_ca_topic_score_gemma":0.001004472,"domain_scores_codex":[0.9992499,0.00002559125,0.0001837738,0.0002506325,0.0001350804,0.0001550699],"domain_scores_gemma":[0.9997691,0.00002544308,0.00002103729,0.00009788087,0.00005781015,0.00002873905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001591299,0.001254282,0.2520022,0.0002976593,0.00004613585,0.0001217398,0.1175464,0.001307645,0.01656924,0.1178806,0.1876714,0.3051436],"study_design_scores_gemma":[0.002550312,0.000436757,0.7232515,0.00008961649,0.00000664405,0.00001919815,0.001262634,0.01161111,0.1170104,0.01546117,0.1266287,0.001671966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5588166,0.000004146945,0.4364062,0.003486968,0.00009740113,0.0002250152,0.000002148186,0.0001390246,0.0008225183],"genre_scores_gemma":[0.8295025,6.661976e-8,0.1693862,0.0006375104,0.00001533397,0.0000172871,0.000004855847,0.000003084866,0.0004331182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4712493,"threshold_uncertainty_score":0.28904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240329418955386,"score_gpt":0.2661888606298614,"score_spread":0.2437855664403075,"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."}}