{"id":"W2100513633","doi":"10.59236/td2009vol3iss1913","title":"Impacts of Scholarly Communities at Kwantlen and Beyond","year":2009,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Scholarship; Engaged scholarship; Variety (cybernetics); Sociology; Context (archaeology); Public relations; Engineering ethics; Pedagogy; Political science; Computer science; Engineering; History","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":[0.005691655,0.0003287325,0.0004366704,0.002855372,0.02189931,0.0140045,0.001720655,0.002681624,0.04261858],"category_scores_gemma":[0.01709814,0.0003387024,0.0004404864,0.002185701,0.008374223,0.00928843,0.02360229,0.003247,0.00216887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007017867,"about_ca_system_score_gemma":0.01468872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01198545,"about_ca_topic_score_gemma":0.04226414,"domain_scores_codex":[0.9900945,0.004656176,0.0003038009,0.0006744877,0.001726145,0.002544895],"domain_scores_gemma":[0.9841101,0.003822964,0.001313184,0.001198902,0.002297462,0.007257324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001019208,0.0009864554,0.03365199,0.0006654768,0.00008189314,0.005518822,0.4655726,0.001075583,0.007478013,0.3260147,0.01352473,0.1444105],"study_design_scores_gemma":[0.00007590543,0.0003924761,0.03025433,0.0005053743,0.00006155081,0.0006079055,0.6042033,0.0008797785,0.004072369,0.03592344,0.3229186,0.0001049726],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8314861,0.000701744,0.0009910503,0.01221036,0.000337773,0.0001233932,0.0001202672,0.0001362356,0.153893],"genre_scores_gemma":[0.9721674,0.0001395737,0.0004838445,0.0004846917,0.00003301452,0.00006226755,0.00005185604,0.00005325833,0.02652419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04261858,"threshold_uncertainty_score":0.1425734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299673089013778,"score_gpt":0.2999251308609688,"score_spread":0.2669283999708311,"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."}}