{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004047285,0.00065031,0.0006640112,0.003359029,0.004473807,0.004646124,0.002872112,0.002302603,0.1690093],"category_scores_gemma":[0.02050664,0.0004107935,0.0007924145,0.004078804,0.0008074943,0.007763015,0.007041283,0.001714599,0.05422823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000165,"about_ca_system_score_gemma":0.003165847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006743066,"about_ca_topic_score_gemma":0.01331818,"domain_scores_codex":[0.9963469,0.001073571,0.0001752504,0.0007299961,0.001205979,0.0004683256],"domain_scores_gemma":[0.9788812,0.004084728,0.001040552,0.006829704,0.004047833,0.005115973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003481024,0.00039026,0.004142019,0.0004784774,0.00005142184,0.0004813462,0.001709527,0.0007754081,0.002629258,0.1340604,0.4548088,0.4001251],"study_design_scores_gemma":[0.00004796973,0.00006460175,0.0007206695,0.00006358819,0.00001130932,0.0001660311,0.0003844852,0.0021573,0.0007193565,0.01588827,0.9797508,0.00002557261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.02439218,0.002634551,0.1382625,0.01751515,0.002673317,0.001468611,0.006973844,0.0213879,0.7846919],"genre_scores_gemma":[0.2183349,0.001960954,0.08111969,0.003963346,0.001728335,0.001352604,0.01506428,0.004079678,0.6723962],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1690093,"threshold_uncertainty_score":0.5653926,"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."}}