{"id":"W2790587473","doi":"10.5539/ies.v11n3p70","title":"Case Study of Science Teachers’ Professional Development in Saudi Arabia: Challenges and Improvements","year":2018,"lang":"en","type":"article","venue":"International Education Studies","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Faculty development; Psychology; Medical education; Face (sociological concept); Affect (linguistics); Pedagogy; Sociology; Medicine","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":[0.002102051,0.0002971633,0.0002382762,0.000909643,0.007021317,0.001735647,0.0009763453,0.002091876,0.003454077],"category_scores_gemma":[0.003261223,0.0002459204,0.0002872277,0.0006629716,0.001584912,0.0009661208,0.001828654,0.001336123,0.0005161778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002611015,"about_ca_system_score_gemma":0.002860676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01361774,"about_ca_topic_score_gemma":0.03414294,"domain_scores_codex":[0.9982906,0.0008925984,0.00009398735,0.0001190707,0.0002612969,0.0003423264],"domain_scores_gemma":[0.9965795,0.001057733,0.0003540688,0.0001501211,0.0007758655,0.001082731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"case_report","study_design_scores_codex":[0.0003159097,0.001463066,0.06254025,0.0006441359,0.0000316879,0.1174308,0.7277853,0.001070173,0.007300737,0.0069601,0.007313349,0.06714462],"study_design_scores_gemma":[0.00002747979,0.0003920045,0.02372849,0.0002260032,0.00002705564,0.02474925,0.8808835,0.001546409,0.004263061,0.0007440393,0.063373,0.0000397021],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885221,0.0004776081,0.001120904,0.002169262,0.00005098792,0.00005967712,0.00003482377,0.00001272346,0.007551879],"genre_scores_gemma":[0.9900736,0.0005338558,0.001596639,0.0002599915,0.00002414746,0.00001882438,0.00002242525,0.000008078126,0.007462434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01361774,"threshold_uncertainty_score":0.02707696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134315231803804,"score_gpt":0.4670395586594036,"score_spread":0.3536080354790232,"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."}}