{"id":"W2070394488","doi":"10.5703/1288284314916","title":"Institution-Wide Collaboration: How Learning Communities Can Help","year":2012,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Institution; Computer science; Knowledge management; Sociology","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":[0.01269163,0.0005063912,0.0004561991,0.001960094,0.009744476,0.01303454,0.003013357,0.005474916,0.02943116],"category_scores_gemma":[0.03553888,0.0004652401,0.0007509728,0.001644859,0.005291642,0.02047521,0.01651277,0.003333366,0.004578558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001779826,"about_ca_system_score_gemma":0.00531741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001768212,"about_ca_topic_score_gemma":0.003953694,"domain_scores_codex":[0.9872178,0.009913009,0.0002157327,0.0008618968,0.0009422302,0.0008493739],"domain_scores_gemma":[0.9546897,0.02593141,0.00202379,0.00566215,0.002356044,0.00933692],"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":[0.0002993031,0.001777207,0.01731145,0.0006091007,0.000214746,0.0009488806,0.05453013,0.002864786,0.001682939,0.3368492,0.09987689,0.4830353],"study_design_scores_gemma":[0.0002190706,0.0004362779,0.004563186,0.0005171302,0.0001251294,0.0005784979,0.03929543,0.006577083,0.001020706,0.6906641,0.2558623,0.0001411924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1621366,0.004336954,0.2869607,0.1032626,0.003224678,0.0007695769,0.0002684114,0.003177858,0.4358627],"genre_scores_gemma":[0.9208125,0.0008819505,0.05325153,0.003041615,0.0005347301,0.0003723398,0.0001323957,0.0003091625,0.02066378],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02943116,"threshold_uncertainty_score":0.09845704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07296804124682414,"score_gpt":0.3805011715034661,"score_spread":0.307533130256642,"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."}}