{"id":"W3005631858","doi":"10.1002/9781119142973.ch13","title":"Collaborative Learning and Knowledge‐Sharing","year":2020,"lang":"en","type":"other","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Collaborative learning; Social capital; Knowledge sharing; Knowledge management; Professional learning community; Professional development; Social learning; Psychology; Public relations; Pedagogy; Sociology; Computer science; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003503329,0.00009578396,0.0001313544,0.0001085136,0.0003140319,0.0001470831,0.00009505468,0.0001344656,0.02101107],"category_scores_gemma":[0.0009322386,0.00009324904,0.00001177601,0.0004985298,0.0001595164,0.00006486668,0.00004639206,0.0003502383,0.0005428034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002561804,"about_ca_system_score_gemma":0.0003543896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009732611,"about_ca_topic_score_gemma":0.001745875,"domain_scores_codex":[0.9991996,0.0002590432,0.00007644736,0.0002239303,0.0001140085,0.0001269868],"domain_scores_gemma":[0.999521,0.0001302134,0.0001648139,0.00003883905,0.00007404443,0.00007106256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002041658,0.00001268464,0.00150724,0.00002193831,0.00003480809,7.965388e-7,0.05137641,5.09078e-8,0.000002885983,0.1260875,0.8145353,0.006418337],"study_design_scores_gemma":[0.00004891078,0.00001103202,0.00004673961,0.00003690795,0.000007034605,7.020013e-8,0.03855718,0.000003053779,0.000001475564,0.0000341955,0.9611374,0.0001160157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006899478,0.0009464035,0.00004194555,0.003120277,0.000390307,0.0001310203,7.595626e-7,0.0002665851,0.9950958],"genre_scores_gemma":[0.001675209,0.0005677888,0.0008070009,0.0001718217,0.0009080261,0.000007847595,0.000005584745,0.00008874071,0.995768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1466021,"threshold_uncertainty_score":0.9798838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05350733131249672,"score_gpt":0.4305468193095952,"score_spread":0.3770394879970984,"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."}}