{"id":"W4415289808","doi":"10.21432/cjlt29040","title":"Analysing French Teacher Communities Producing Online Resources: New perspectives on teacher agency","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Citizen journalism; Participatory action research; Raising (metalworking); Order (exchange); Academic freedom; Educational research; Phenomenon; Freedom of information","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":[0.0006379032,0.00007083036,0.0001469555,0.0008826943,0.0009056471,0.00009562092,0.0002054455,0.0001192657,0.0001937489],"category_scores_gemma":[0.001558275,0.00006658406,0.00003349596,0.0005629398,0.0004065442,0.000101917,0.00001240642,0.0009759834,0.000001391881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001405288,"about_ca_system_score_gemma":0.001494731,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1081396,"about_ca_topic_score_gemma":0.1654743,"domain_scores_codex":[0.9992185,0.0002356709,0.0001685317,0.00008141755,0.00008797912,0.0002079177],"domain_scores_gemma":[0.9993173,0.0001576364,0.0001765527,0.00009046489,0.0001165883,0.0001414531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006698309,0.00005670916,0.525114,0.00001103171,0.0001662811,0.000012841,0.3703732,0.0001057787,0.00002694242,0.03965103,0.006662835,0.05781269],"study_design_scores_gemma":[0.00008030806,0.00007211122,0.01025093,0.0001231524,0.00003588866,0.00000839112,0.5029535,0.00001145214,0.000002989598,0.002142291,0.484254,0.00006493887],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9077394,0.007015422,0.00001510551,0.06246252,0.0001139832,0.00003195578,6.355289e-7,0.00001848266,0.02260247],"genre_scores_gemma":[0.9828428,0.0005176812,0.0003443505,0.00006673481,0.0002835965,4.22415e-7,8.24183e-7,0.000005194131,0.01593842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.514863,"threshold_uncertainty_score":0.8977994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0270361369125154,"score_gpt":0.3404346674636369,"score_spread":0.3133985305511215,"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."}}