{"id":"W3200576146","doi":"","title":"Collaborative efforts, quality, and performance: Hallmarks of successful teaching and learning","year":2018,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Quality (philosophy); Educational technology; Distance education; Multimedia; Mathematics education; Knowledge management; Psychology","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":[0.03377436,0.0007126371,0.001273672,0.003180372,0.003037096,0.01438873,0.002127847,0.002491605,0.001828174],"category_scores_gemma":[0.1310349,0.0005224349,0.0004723312,0.004376617,0.01533215,0.009253445,0.009541127,0.002954701,0.000594184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002929631,"about_ca_system_score_gemma":0.01247219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002251542,"about_ca_topic_score_gemma":0.002853017,"domain_scores_codex":[0.9440523,0.02200907,0.004463769,0.003887518,0.02412011,0.00146719],"domain_scores_gemma":[0.7949146,0.1081307,0.04548261,0.0170236,0.02186762,0.01258086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001791561,0.001128411,0.07769966,0.00362234,0.0004769522,0.0001920302,0.04579825,0.002189995,0.00290494,0.1447886,0.007972485,0.7130471],"study_design_scores_gemma":[0.0001653174,0.001462904,0.2464119,0.006461707,0.00053391,0.001174176,0.05070953,0.004298758,0.006391151,0.5511617,0.1307331,0.0004959035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.421972,0.08789285,0.1649722,0.04767041,0.001727716,0.001558163,0.0003395635,0.001021635,0.2728455],"genre_scores_gemma":[0.9520975,0.01044051,0.03187296,0.001174983,0.0004683865,0.0004964803,0.00008399368,0.0001054048,0.003259791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03377436,"threshold_uncertainty_score":0.178618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09571452949787934,"score_gpt":0.5451388694115438,"score_spread":0.4494243399136644,"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."}}