{"id":"W597060253","doi":"10.1017/upo9788175968639","title":"Collaborative Learning in Practice","year":2009,"lang":"en","type":"book","venue":"Foundation Books","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Variety (cybernetics); Context (archaeology); Collaborative learning; Southeast asia; Process (computing); Knowledge management; China; Natural (archaeology); Computer science; Geography; Sociology; Artificial intelligence; Archaeology","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":[0.0006163858,0.0001140007,0.0001523316,0.0001351231,0.0003063676,0.0001898881,0.0001376421,0.0002388228,0.0003376934],"category_scores_gemma":[0.001221224,0.0001378767,0.00003221992,0.0001302531,0.0001009733,0.0003137807,0.00001169727,0.0004325418,0.0003791618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006071064,"about_ca_system_score_gemma":0.002911828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002254313,"about_ca_topic_score_gemma":0.002452544,"domain_scores_codex":[0.9987921,0.0002680574,0.0002262083,0.0002090316,0.0003342957,0.0001703458],"domain_scores_gemma":[0.998809,0.0002833284,0.0003230001,0.0001024011,0.0004298036,0.00005242223],"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":[0.00001830181,0.00004209566,0.0001031564,0.000008469866,0.00002067006,0.000006388645,0.06923569,0.00001176489,7.120811e-7,0.6751922,0.08259546,0.1727651],"study_design_scores_gemma":[0.0001036584,0.00002329689,0.0001247193,0.00006411206,0.00001701293,2.181735e-7,0.00467308,0.000003630863,5.952486e-7,0.0105447,0.9842995,0.0001454632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002643133,0.000117992,0.00009205961,0.002909897,0.00036372,0.0002839607,5.473588e-7,0.00009012961,0.9961153],"genre_scores_gemma":[0.0007922705,0.0001922872,0.0004665501,0.0005613015,0.0008948121,0.00001658806,0.00008481758,0.00001328436,0.9969781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9017041,"threshold_uncertainty_score":0.5622449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390389939792752,"score_gpt":0.3372695249738133,"score_spread":0.3233656255758858,"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."}}