{"id":"W2151904287","doi":"10.1145/1518701.1518714","title":"An exploration of social requirements for exercise group formation","year":2009,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Focus group; Focus (optics); Exploratory research; Knowledge management; Psychology; Applied psychology; Computer science; Business; Sociology; Marketing","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":[0.01372848,0.0003043225,0.0003659952,0.0009857152,0.00250897,0.002398358,0.001348546,0.001010965,0.004153247],"category_scores_gemma":[0.09138389,0.0003413746,0.0004492499,0.0006269496,0.002130786,0.002914281,0.002603612,0.0009276271,0.0003101084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001586799,"about_ca_system_score_gemma":0.00174947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312338,"about_ca_topic_score_gemma":0.002129286,"domain_scores_codex":[0.9785705,0.01650343,0.000677813,0.0009029696,0.0025944,0.0007509384],"domain_scores_gemma":[0.8403622,0.1397325,0.007013347,0.004679338,0.005436116,0.002776504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002286986,0.00383868,0.2278776,0.002408738,0.0001257445,0.003607654,0.3483578,0.008348948,0.05084477,0.07265682,0.002683908,0.2769625],"study_design_scores_gemma":[0.0003602242,0.004711573,0.401213,0.0005605335,0.0002005418,0.00437888,0.338013,0.0989106,0.0213342,0.08196176,0.04806807,0.0002876085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538318,0.00008553117,0.03028647,0.0008347716,0.00001420765,0.0004753871,0.00008141206,0.00007887763,0.01431154],"genre_scores_gemma":[0.9892671,0.0000351135,0.009750757,0.00002923015,0.000008477031,0.0002621118,0.00006402122,0.00001532972,0.0005678699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01372848,"threshold_uncertainty_score":0.07260406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08496770807067996,"score_gpt":0.3585882198043934,"score_spread":0.2736205117337134,"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."}}