{"id":"W2057222830","doi":"10.1145/1099203.1099229","title":"Collaboration support for novice team programming","year":2005,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Usability; Pair programming; Software engineering; Code (set theory); Human–computer interaction; Extreme programming; Collaborative software; Visual programming language; Development environment; Multimedia; Knowledge management; Programming language; Software development; Software; Software development process","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":[0.0005383271,0.0000846731,0.00008202915,0.00006121788,0.0002099293,0.0004283492,0.0003468579,0.00004383651,0.000009461154],"category_scores_gemma":[0.00008319109,0.00007669809,0.00003958801,0.0002693401,0.00001183324,0.0006007009,0.00005181896,0.00009642123,0.00006596967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003958102,"about_ca_system_score_gemma":0.00007900013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000167704,"about_ca_topic_score_gemma":0.00004728106,"domain_scores_codex":[0.9991435,0.00002832019,0.0001542851,0.0002646167,0.0001432503,0.0002660435],"domain_scores_gemma":[0.9994636,0.00006878946,0.00006023093,0.000247583,0.00009460711,0.0000652148],"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":[0.000002039835,0.00004499069,0.0001519639,0.000006747754,0.000004243817,2.593085e-7,0.001409501,0.0001912791,0.00004867243,0.02074488,0.002731761,0.9746637],"study_design_scores_gemma":[0.0002291346,0.0001338282,0.0000780429,0.000003921798,0.000002982807,0.000005904006,0.0001297083,0.0189102,0.0002915935,0.00002216818,0.9800776,0.0001148688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001286213,0.00002138591,0.9916449,0.003760603,0.0001519616,0.0002939306,3.309087e-7,0.0007692348,0.002071503],"genre_scores_gemma":[0.2762891,3.682209e-7,0.7197951,0.0003605679,0.0001474105,0.00005251592,0.00000493226,0.000006952105,0.003343084],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9773459,"threshold_uncertainty_score":0.4130582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366116350765693,"score_gpt":0.2897091651493484,"score_spread":0.2760480016416914,"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."}}