{"id":"W2574836281","doi":"10.5751/es-07580-200222","title":"Nurturing communities of practice for transdisciplinary research","year":2015,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation","keywords":"Situated; Sustainability; Sociology; Transdisciplinarity; Community of practice; Engineering ethics; Element (criminal law); Core (optical fiber); Public relations; Knowledge management; Environmental ethics; Political science; Social science; Ecology; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06527983,0.001134891,0.001143637,0.004528137,0.01148607,0.0143273,0.004925524,0.006257312,0.01239364],"category_scores_gemma":[0.08900563,0.00118648,0.001753305,0.001949314,0.02878935,0.01781853,0.04152154,0.00681765,0.003829384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004613591,"about_ca_system_score_gemma":0.01709648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000886779,"about_ca_topic_score_gemma":0.00216263,"domain_scores_codex":[0.9179196,0.06355451,0.002021407,0.006242611,0.007284136,0.002977645],"domain_scores_gemma":[0.8780489,0.0561055,0.008762962,0.02736761,0.01226847,0.01744656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001013589,0.0009471852,0.00729233,0.00111439,0.0001363154,0.001627188,0.1505842,0.00215288,0.004123968,0.6050795,0.01332541,0.2135153],"study_design_scores_gemma":[0.000164493,0.0004051689,0.002163269,0.002099779,0.00006700257,0.001238308,0.04777244,0.002641865,0.001890796,0.5883252,0.353107,0.0001247136],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09394372,0.00455419,0.605388,0.05767084,0.002017212,0.003661604,0.0001201516,0.001033913,0.2316103],"genre_scores_gemma":[0.5824349,0.001616617,0.3936221,0.003441188,0.0004145344,0.00426372,0.0001266413,0.0002422802,0.01383808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06527983,"threshold_uncertainty_score":0.3452368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3209727226146412,"score_gpt":0.5374029371295427,"score_spread":0.2164302145149015,"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."}}