{"id":"W2202600992","doi":"10.5430/ijhe.v5n1p152","title":"Effect of Professional Development on Classroom Practices in Some Selected Saudi Universities","year":2015,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Technology and Education Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Professional development; Psychology; Medical education; Pedagogy; Mathematics education; Medicine; Social psychology","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":[0.0007000997,0.00007475344,0.000128219,0.0005593465,0.00002099887,0.00002895328,0.0006637097,0.0000700142,0.00001494072],"category_scores_gemma":[0.0001348306,0.00006103591,0.00002599054,0.0002580658,0.00002395729,0.0008073738,0.00004915992,0.0001867535,0.00001665615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004713259,"about_ca_system_score_gemma":0.002248391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001895663,"about_ca_topic_score_gemma":0.000002288409,"domain_scores_codex":[0.9987913,0.0001882901,0.0003558352,0.0001046185,0.0004789545,0.00008100275],"domain_scores_gemma":[0.997853,0.00020909,0.0009783535,0.0001026155,0.0008061922,0.0000506908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002253624,0.006630156,0.3938608,0.0001761754,0.000817562,0.00007363695,0.03488708,0.0007130385,0.005643819,0.2775553,0.128999,0.1483898],"study_design_scores_gemma":[0.003786108,0.001707525,0.7392285,0.001208541,0.00003044227,0.0003166762,0.003154328,0.0001566038,0.06340231,0.006878679,0.1796992,0.0004310421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829426,0.0002778632,0.0002431898,0.00545931,0.01036548,0.00007072915,4.033931e-7,0.0000150332,0.0006253454],"genre_scores_gemma":[0.9954516,0.000004425044,0.001673912,0.0001152114,0.0002470744,0.000005371296,0.00000331754,0.000003254177,0.002495864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3453677,"threshold_uncertainty_score":0.3988549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02223847058305433,"score_gpt":0.3555149698898845,"score_spread":0.3332764993068302,"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."}}