{"id":"W2136464476","doi":"","title":"Participatory Design for Developing Web Services Supporting Learning in Communities of Practice: the Example of PALETTE","year":2007,"lang":"en","type":"preprint","venue":"Americanae (AECID Library)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Palette (painting); Participatory design; Citizen journalism; Computer science; World Wide Web; Learning design; Multimedia; Knowledge management; Engineering; Mathematics education; Psychology","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":[0.00240219,0.0002741126,0.0005821342,0.0004813293,0.0002381977,0.00004483304,0.0008779106,0.0002321187,0.00003899831],"category_scores_gemma":[0.0002893946,0.0002449404,0.00008480458,0.0009036959,0.0005350343,0.000768342,0.001414174,0.0008126355,0.0000025268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000376073,"about_ca_system_score_gemma":0.0002894837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01806875,"about_ca_topic_score_gemma":0.0001485176,"domain_scores_codex":[0.9979718,0.0001531778,0.0009516394,0.0002605097,0.0002408809,0.0004219417],"domain_scores_gemma":[0.9961916,0.001021561,0.002189151,0.0003679487,0.0002235852,0.000006107822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002456947,0.0001904724,0.8121756,0.002981705,0.0005751356,0.00001608121,0.01108007,0.001819574,0.000173445,0.1476136,0.001685978,0.02144264],"study_design_scores_gemma":[0.002119167,0.0001838153,0.5585749,0.002948408,0.0005819887,0.000002748349,0.2123644,0.02048038,0.009205701,0.05931669,0.1313035,0.002918285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747592,0.0002429392,0.01632318,0.003140026,0.0002766065,0.001096581,0.000006421625,0.000191051,0.003964033],"genre_scores_gemma":[0.9623437,0.00009086791,0.03385017,0.003095842,0.0001495583,0.0002230443,0.0001445451,0.00005420012,0.00004805357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2536007,"threshold_uncertainty_score":0.9988381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07975473274512246,"score_gpt":0.3030244803595898,"score_spread":0.2232697476144674,"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."}}