{"id":"W2116436752","doi":"10.1145/1622176.1622214","title":"CommunityCommands","year":2009,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"Computer science","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":[0.0001434866,0.00004188742,0.0000582466,0.00003584448,0.00006047417,0.00008658217,0.0006200062,0.00001952698,0.00001275664],"category_scores_gemma":[0.000002045796,0.00003197785,0.00002321471,0.0001045196,0.000003612294,0.0002152817,0.00006687413,0.00005631623,0.00002285242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006639222,"about_ca_system_score_gemma":0.000004816659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003054402,"about_ca_topic_score_gemma":0.000003470375,"domain_scores_codex":[0.9996753,0.00002846232,0.00007756877,0.00006973761,0.00006072565,0.00008825008],"domain_scores_gemma":[0.9994454,0.00001553879,0.00001560628,0.0004774914,0.00001519964,0.000030776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.468892e-7,0.00002674616,0.0001395355,5.446654e-7,0.000001225115,0.00000154264,0.0001021208,1.051923e-7,0.00009348369,0.8023045,0.02977785,0.1675522],"study_design_scores_gemma":[0.0003958888,0.0005717659,0.02052446,0.00002594429,0.000001770054,0.0000939379,0.00004355883,0.01302859,0.0169647,0.3388334,0.609042,0.0004739738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004500856,0.00002263798,0.6700048,0.003932775,0.00005057198,0.00003142712,3.374143e-8,0.0004694516,0.3250382],"genre_scores_gemma":[0.9235404,0.000005227096,0.07379997,0.001972454,0.00001356071,0.000001468789,2.473685e-7,9.180102e-7,0.0006658238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9230902,"threshold_uncertainty_score":0.1304019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167043354116804,"score_gpt":0.2550055601612775,"score_spread":0.2383012247495971,"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."}}