{"id":"W1496843512","doi":"10.32920/21737363","title":"Building Scholarly Communities: Lessons Learned","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Scholarship of Teaching and Learning; Institution; Queen (butterfly); State (computer science); Sociology; Library science; Higher education; Political science; Management; Pedagogy; Social science; Teaching method; Teaching and learning center; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03991823,0.0009321505,0.0007362363,0.002533989,0.02251652,0.02554586,0.005733586,0.004158986,0.005414013],"category_scores_gemma":[0.04787891,0.0008681137,0.0007604365,0.002572601,0.02455081,0.02656789,0.02735175,0.006560681,0.001349322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009625721,"about_ca_system_score_gemma":0.01979205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005405869,"about_ca_topic_score_gemma":0.01267853,"domain_scores_codex":[0.9565769,0.03251004,0.0009746066,0.001971092,0.00441915,0.003548204],"domain_scores_gemma":[0.9293316,0.04636769,0.001724449,0.00497688,0.005965649,0.01163374],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004004543,0.0004181163,0.002755923,0.0009010278,0.00001782494,0.00122107,0.7949963,0.0002540407,0.0005177312,0.04216057,0.01282047,0.1438968],"study_design_scores_gemma":[0.00002996081,0.0001284952,0.001009598,0.0009139239,0.00001132606,0.0005888448,0.8444194,0.0002952858,0.0006477336,0.02421285,0.1277111,0.00003151869],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5469811,0.01314362,0.04339623,0.1823565,0.002360031,0.002239377,0.0002324717,0.0009993716,0.2082913],"genre_scores_gemma":[0.9406677,0.006048762,0.03075894,0.004017413,0.0002601649,0.0006826303,0.0001275163,0.0003446895,0.01709209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9600818,"threshold_uncertainty_score":0.2111103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.49768291751694,"score_gpt":0.552210021854496,"score_spread":0.05452710433755592,"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."}}