{"id":"W4402526020","doi":"10.1111/ssm.18315","title":"Re‐imagining professional learning communities in education: Placing teacher leadership in <scp>STEM</scp> context","year":2024,"lang":"en","type":"article","venue":"School Science and Mathematics","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Windsor","funders":"","keywords":"Context (archaeology); Pedagogy; Teacher leadership; Professional development; Professional learning community; Sociology; Mathematics education; Psychology; Educational leadership; Geography","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":[0.003774431,0.0002528437,0.0001860504,0.001422765,0.007874695,0.009794442,0.001003125,0.001307955,0.004084435],"category_scores_gemma":[0.005185667,0.0002338333,0.0002613861,0.0006705898,0.0166951,0.00476985,0.006575892,0.00181378,0.0003126915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004035206,"about_ca_system_score_gemma":0.006834297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003861835,"about_ca_topic_score_gemma":0.009103609,"domain_scores_codex":[0.9942322,0.004428164,0.00006911893,0.0002916022,0.0004058968,0.0005729978],"domain_scores_gemma":[0.9937136,0.002973214,0.0006300901,0.0003500409,0.0005847784,0.00174823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009154627,0.0004559771,0.02621097,0.0004143193,0.00002081432,0.001702048,0.5529597,0.0009635899,0.001701567,0.3319692,0.004394261,0.07911607],"study_design_scores_gemma":[0.00004569076,0.0002107451,0.01504139,0.0003907575,0.00001921675,0.0008288174,0.7723333,0.002906985,0.001081873,0.1113976,0.09571039,0.00003315567],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7512999,0.001302421,0.03165891,0.01867545,0.0002147215,0.0001826905,0.0000293338,0.0001072152,0.1965293],"genre_scores_gemma":[0.9967224,0.0001160108,0.001709705,0.0001947622,0.0000120997,0.0000207848,0.00000500168,0.000006645356,0.001212689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009794442,"threshold_uncertainty_score":0.02927762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2505977171661438,"score_gpt":0.409572398869284,"score_spread":0.1589746817031402,"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."}}