{"id":"W2769070874","doi":"10.1080/1360144x.2017.1399271","title":"Developing a pan-university professional learning community","year":2017,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Victoria University of Wellington; Victoria University; University of Victoria","keywords":"Higher education; Learning community; Sociology; Professional development; Academic community; Pedagogy; Space (punctuation); Engineering ethics; Faculty development; Public relations; Knowledge management; Engineering; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004627462,0.00007104909,0.00007009934,0.00005810853,0.01196732,0.000269934,0.001924183,0.00006963898,0.0001057145],"category_scores_gemma":[0.001093914,0.00005628582,0.0000486179,0.00002847128,0.0001277537,0.000470143,0.0002961571,0.001191233,0.00003493383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007583502,"about_ca_system_score_gemma":0.00125632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002688541,"about_ca_topic_score_gemma":0.0001833624,"domain_scores_codex":[0.9986189,0.0003335236,0.0002014046,0.00007678059,0.0005630503,0.0002063105],"domain_scores_gemma":[0.9987133,0.0003812243,0.0003899185,0.00009686283,0.000347541,0.00007122742],"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":[0.0003628177,0.0001890784,0.04503294,0.00001956555,0.0008237032,0.00003492133,0.2517299,0.00008891128,0.0003895225,0.2552021,0.07761041,0.3685162],"study_design_scores_gemma":[0.0002585279,0.000004887839,0.04076196,0.00006974979,0.000006899037,0.00001246216,0.01966352,0.000007585488,0.0000879967,0.003339312,0.9357002,0.00008685527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8559366,0.00005754672,0.008033494,0.1097148,0.01090411,0.000365961,0.000003418593,0.00005229032,0.01493175],"genre_scores_gemma":[0.9533034,0.0004233727,0.003090738,0.000622407,0.0006757231,0.000008203309,0.000005802146,0.000007295786,0.04186308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8580898,"threshold_uncertainty_score":0.989319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1932820976190911,"score_gpt":0.4597037855383305,"score_spread":0.2664216879192394,"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."}}