{"id":"W1811041217","doi":"10.1007/978-3-642-15464-5_29","title":"Examining Group Work: Implications for the Digital Library as Sharium","year":2010,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Work (physics); Group work; Working group; Digital library; Computer science; Group (periodic table); Space (punctuation); Human–computer interaction; Psychology; Engineering; Mathematics education","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":[0.00668563,0.0005293763,0.0006055612,0.003151041,0.006793946,0.0158281,0.00237707,0.002884233,0.02061787],"category_scores_gemma":[0.01956172,0.0003444205,0.0004683024,0.006025846,0.01206648,0.01618384,0.006265074,0.002577111,0.0009227343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004615501,"about_ca_system_score_gemma":0.005672244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008930034,"about_ca_topic_score_gemma":0.01911666,"domain_scores_codex":[0.996345,0.002664147,0.00007317274,0.0002931351,0.0002857849,0.0003388286],"domain_scores_gemma":[0.9744444,0.02110779,0.001385708,0.0008201461,0.0009238958,0.00131808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001213943,0.0003954427,0.02121197,0.0003859945,0.00003743708,0.0003604633,0.1000003,0.0005824336,0.0002565443,0.7824899,0.01696458,0.07719366],"study_design_scores_gemma":[0.00004528974,0.00005911415,0.02018895,0.0006394315,0.00005069081,0.0001703222,0.3585472,0.001971322,0.0002749417,0.5721678,0.04585285,0.00003208878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3396767,0.01388257,0.03364771,0.07952884,0.001124154,0.0003336727,0.0002516512,0.000123191,0.5314315],"genre_scores_gemma":[0.9660699,0.003913506,0.01184106,0.003385969,0.0003113738,0.0002195141,0.00008151298,0.00006217364,0.014115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02061787,"threshold_uncertainty_score":0.06897366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0463055178156644,"score_gpt":0.2816223321065359,"score_spread":0.2353168142908715,"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."}}