{"id":"W3202961082","doi":"10.5539/ies.v14n10p77","title":"Educational Change in Saudi Arabia: Insights from One USA/KSA Teacher Professional Development Collaborative","year":2021,"lang":"en","type":"article","venue":"International Education Studies","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; Professional development; Faculty development; Pedagogy; Medical education; Christian ministry; Sociocultural evolution; Culture change; Psychology; Teacher education; Multimethodology; Sociology; Political science; Medicine; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004106245,0.000360903,0.0003150059,0.00146355,0.01348118,0.006684896,0.001044592,0.001617033,0.002564746],"category_scores_gemma":[0.00707595,0.0002465528,0.0002258675,0.001533949,0.004358424,0.002648927,0.006391527,0.002594457,0.0003996296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01030541,"about_ca_system_score_gemma":0.0116572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08282277,"about_ca_topic_score_gemma":0.1965955,"domain_scores_codex":[0.9962659,0.001939668,0.0001301068,0.0002032138,0.0005859032,0.0008751564],"domain_scores_gemma":[0.9924556,0.00295323,0.0007737419,0.0002725261,0.001765438,0.001779476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004922331,0.0002085512,0.01068912,0.00009037567,0.00001129597,0.001189466,0.9650518,0.00005423856,0.0003719327,0.002074447,0.001781981,0.01842753],"study_design_scores_gemma":[0.000006949711,0.00004126812,0.007008024,0.00007346343,0.00001035224,0.0002388747,0.971391,0.0000965618,0.0002841652,0.0002268905,0.02060908,0.00001341712],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816661,0.0007345772,0.0003698093,0.004689394,0.00006632713,0.00004771658,0.00006228701,0.00001389094,0.01234989],"genre_scores_gemma":[0.9940599,0.0006358018,0.0003594079,0.000841604,0.00001807014,0.00002086812,0.00003696948,0.00001566043,0.00401174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08282277,"threshold_uncertainty_score":0.1646814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2574446928050177,"score_gpt":0.4830572272022095,"score_spread":0.2256125343971918,"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."}}