{"id":"W4392553812","doi":"10.1080/00131911.2024.2324154","title":"Preparing teachers for parent engagement: role of teacher educators in Canada","year":2024,"lang":"en","type":"article","venue":"Educational Review","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Pedagogy; Teacher education; Mathematics education; Teacher preparation; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001149799,0.00008381964,0.0001453038,0.00006587024,0.00008909871,0.00002197569,0.0002047986,0.00002035753,0.000826233],"category_scores_gemma":[0.0005659467,0.0000860954,0.00005936669,0.0003361641,0.00003824748,0.0001463922,0.00001751637,0.00009857713,0.0000142657],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939022,"about_ca_system_score_gemma":0.01008983,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6852154,"about_ca_topic_score_gemma":0.8104864,"domain_scores_codex":[0.9987918,0.0001577108,0.0003362648,0.0002044286,0.0003112397,0.0001985816],"domain_scores_gemma":[0.9993519,0.0003054107,0.00008147315,0.0001261653,0.00005690584,0.00007818194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003491211,0.0008508501,0.09327628,0.004499445,0.0001063808,1.661245e-7,0.05250626,0.00002592979,0.00009924975,0.2455974,0.4109513,0.1920833],"study_design_scores_gemma":[0.00002525252,0.000005520086,0.009251915,0.002269795,0.00003263937,1.387937e-7,0.01184213,0.00001479466,0.00003172178,0.003104032,0.973318,0.0001040699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3099992,0.5691704,0.00001098627,0.02166095,0.005632977,0.003183749,0.00005244387,0.00004335788,0.09024589],"genre_scores_gemma":[0.9846442,0.01127678,0.0003496938,0.000302205,0.0003917062,0.0008128576,0.0001052391,0.00001316504,0.002104153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.674645,"threshold_uncertainty_score":0.995522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06207038801978793,"score_gpt":0.4002079043938383,"score_spread":0.3381375163740504,"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."}}