{"id":"W1895420618","doi":"10.14742/ajet.1368","title":"Instructional designers' observations about identity, communities of practice and change agency","year":2004,"lang":"en","type":"article","venue":"Australasian Journal of Educational Technology","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta; University of Saskatchewan","funders":"Social Sciences and Humanities Research Council of Canada; University of Saskatchewan","keywords":"Instructional design; Agency (philosophy); Construct (python library); Identity (music); Pedagogy; Social practice; Sociology; Professional development; Mathematics education; Psychology; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005230325,0.00007714186,0.0001499365,0.0004256218,0.0002909904,0.00002946609,0.0002963776,0.0001173713,0.0001502479],"category_scores_gemma":[0.0009695356,0.00008079789,0.0000458253,0.0005516659,0.001052579,0.001016382,0.00002623997,0.0003046455,0.000003987443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278029,"about_ca_system_score_gemma":0.000803376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007206976,"about_ca_topic_score_gemma":0.0009384375,"domain_scores_codex":[0.999045,0.0001187097,0.0003487793,0.0000655988,0.0002700312,0.0001518675],"domain_scores_gemma":[0.998459,0.00025614,0.0004651123,0.00009548626,0.0006548574,0.0000693588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006019268,0.0002400033,0.0716093,0.00001218887,0.00007147784,7.070489e-7,0.1264886,0.000003375478,0.00006268651,0.799397,0.000236059,0.001872578],"study_design_scores_gemma":[0.000280411,0.00008805167,0.4748925,0.00008032457,0.00005043982,0.0001149452,0.3575856,5.201769e-8,0.00004414941,0.1618406,0.00493938,0.00008347868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5758819,0.0008608957,0.00009338243,0.4217837,0.0005346913,0.00009558073,0.000003196802,0.00001044552,0.0007361299],"genre_scores_gemma":[0.9812576,0.0005972061,0.01742922,0.000208719,0.0003426456,0.00001268341,0.000002385286,0.000005367628,0.00014423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6375564,"threshold_uncertainty_score":0.387827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2020640221077025,"score_gpt":0.4250428888362398,"score_spread":0.2229788667285373,"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."}}