{"id":"W2884297696","doi":"10.5539/jel.v7n5p76","title":"Schools as Professional Learning Communities","year":2018,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Helsingin Yliopisto","keywords":"Collegiality; Professional learning community; Maturity (psychological); Professional development; Psychology; Pedagogy; Faculty development; Perception; Organizational culture; Mathematics education; Sociology; Public relations; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001560329,0.00005702569,0.0001023263,0.0001417592,0.001242719,0.0001064249,0.0001050461,0.00004963778,0.0008175058],"category_scores_gemma":[0.001417155,0.00005027791,0.00003381595,0.0001475625,0.0002425093,0.000265676,0.00001625548,0.000835258,0.00004640706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005933714,"about_ca_system_score_gemma":0.0009298613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003740491,"about_ca_topic_score_gemma":0.00009367131,"domain_scores_codex":[0.9985374,0.00086734,0.0001908509,0.00004649896,0.0002272236,0.0001307098],"domain_scores_gemma":[0.9988562,0.000224441,0.0002754665,0.0000364772,0.0004906427,0.0001168056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001542832,0.00010999,0.1325292,0.00000772906,0.00002154815,2.305377e-7,0.8173809,0.00000292851,0.00003583193,0.003702926,0.005995032,0.04019817],"study_design_scores_gemma":[0.00006756941,0.00007383379,0.0211605,0.00006938782,0.000006895294,0.000008326605,0.6230909,0.000001829126,0.000005233272,0.0002209803,0.355254,0.00004050736],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344156,0.000859782,0.00003150133,0.03956506,0.001667954,0.00004644015,3.212885e-8,0.00001993202,0.02339371],"genre_scores_gemma":[0.9719015,0.0001940204,0.0004285551,0.0006212594,0.001624977,0.000002192444,7.396269e-7,0.000005693038,0.02522108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.349259,"threshold_uncertainty_score":0.9558112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129137752136623,"score_gpt":0.4524000290740522,"score_spread":0.3394862538603899,"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."}}