{"id":"W4317612544","doi":"10.1007/s13384-022-00589-2","title":"Pre-service teachers becoming researchers: the role of professional learning groups in creating a community of inquiry","year":2023,"lang":"en","type":"article","venue":"The Australian Educational Researcher","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Forests, Lands and Natural Resource Operations","keywords":"Subject (documents); Pedagogy; Face (sociological concept); Intervention (counseling); Professional development; Psychology; Service (business); Professional learning community; Mathematics education; Medical education; Sociology; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04690495,0.0003365504,0.0004598011,0.001840478,0.01489594,0.01400159,0.002920734,0.003076579,0.007803281],"category_scores_gemma":[0.06646962,0.0007670303,0.0004353344,0.0008934928,0.02220564,0.009416636,0.02235593,0.003385763,0.00115406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003443017,"about_ca_system_score_gemma":0.01534533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00273778,"about_ca_topic_score_gemma":0.005452666,"domain_scores_codex":[0.9325962,0.05966826,0.000682598,0.001660327,0.002088356,0.003304141],"domain_scores_gemma":[0.9075046,0.05527842,0.005285875,0.00712655,0.004322224,0.02048223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008256965,0.000509697,0.01203322,0.000216464,0.000009833102,0.0007387652,0.8930601,0.000133415,0.0007864847,0.02537286,0.002675865,0.06438075],"study_design_scores_gemma":[0.00006365273,0.0003965081,0.006790852,0.0004463531,0.00001610546,0.000588758,0.9096191,0.0006808487,0.000543402,0.02000418,0.06081746,0.00003282397],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8444963,0.001360949,0.02811603,0.03015294,0.0003487998,0.0009574589,0.00002015078,0.0002826336,0.09426478],"genre_scores_gemma":[0.9906883,0.0002203724,0.005425335,0.0004203241,0.00003450622,0.0001797547,0.00000496895,0.00002978991,0.002996666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04690495,"threshold_uncertainty_score":0.24806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3841382244245211,"score_gpt":0.5538206493812707,"score_spread":0.1696824249567496,"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."}}