{"id":"W3163535243","doi":"10.5430/ijhe.v10n5p155","title":"Postgraduate Certificate in Education Student Teachers’ Perceptions about Communities of Practice at Schools: Work Integrated Learning Reflections","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certificate; Certificate in Education; Pedagogy; Teacher education; Perception; Context (archaeology); Professional learning community; Professional development; Reflective practice; Work (physics); Student teacher; Qualitative research; Psychology; Medical education; Mathematics education; Sociology; Higher education; Political science; Medicine; Engineering; Education policy; Geography; Education; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005657625,0.000281595,0.0004072197,0.0009269009,0.006378195,0.004664448,0.0007591434,0.001219585,0.002340612],"category_scores_gemma":[0.01059513,0.000397264,0.000266712,0.0007466581,0.005317194,0.002788295,0.00518263,0.002582987,0.0002331361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002177209,"about_ca_system_score_gemma":0.004447387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005741353,"about_ca_topic_score_gemma":0.01462118,"domain_scores_codex":[0.9962927,0.002026377,0.0001166004,0.0002767244,0.0005439668,0.0007436549],"domain_scores_gemma":[0.9921793,0.004228774,0.0008887685,0.0002718305,0.0006613723,0.001770016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002127234,0.0001305658,0.01333513,0.0000941797,0.000003132036,0.0008502761,0.9707418,0.00003253205,0.0008160568,0.0006915904,0.0005044933,0.01277894],"study_design_scores_gemma":[0.000002802631,0.00007695669,0.00824178,0.00006893137,0.00000329048,0.0001977027,0.9868487,0.00002715247,0.0001658467,0.0001508637,0.004208826,0.000007099119],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939937,0.0002257701,0.0003935555,0.001540973,0.00003182471,0.00003541392,0.000009025121,0.000006382776,0.003763325],"genre_scores_gemma":[0.9981802,0.0002747243,0.0002213714,0.0001416737,0.000008510794,0.00001491819,0.000005487995,0.000003689979,0.001149387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006378195,"threshold_uncertainty_score":0.02992076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1412229170592546,"score_gpt":0.5054368269283882,"score_spread":0.3642139098691336,"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."}}