{"id":"W4403414092","doi":"10.35552/0247.39.4.2331","title":"Evaluating the Effectiveness of a Palestinian Teacher Training Program through the Stalling Classroom Observation Method","year":2024,"lang":"en","type":"article","venue":"An-Najah University Journal for Research - B (Humanities)","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Training (meteorology); Mathematics education; Psychology; Medical education; Medicine; Physics; Meteorology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02006203,0.00008809853,0.0001233037,0.0002063476,0.003753275,0.0004057248,0.0006155421,0.0001184381,0.00008913101],"category_scores_gemma":[0.00191942,0.00006091479,0.0001190448,0.0006699978,0.0007088566,0.0008323838,0.00004535124,0.001010133,0.000003097515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004241595,"about_ca_system_score_gemma":0.001059846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001513428,"about_ca_topic_score_gemma":0.002149719,"domain_scores_codex":[0.9943944,0.004156642,0.0001830145,0.0001892558,0.0007015988,0.0003750538],"domain_scores_gemma":[0.9947557,0.003979905,0.0001036457,0.0001622562,0.0009557584,0.00004267288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001369508,0.00009926272,0.0002937533,0.00006888697,0.0001077433,0.000005614804,0.1357346,0.00008539267,0.0007533046,0.7553073,0.0003039165,0.1071032],"study_design_scores_gemma":[0.0003451645,0.001019098,0.001055547,0.0003563162,0.00007840171,0.00001390671,0.6653902,0.007125471,0.0001882934,0.08262159,0.2416785,0.0001274837],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526019,0.0003147879,0.02131352,0.005325447,0.0006146136,0.001898414,0.00001218172,0.0001854504,0.01773369],"genre_scores_gemma":[0.9854766,0.0001432224,0.007684287,0.00003800626,0.0003886994,0.00002835006,0.00001478405,0.00001738733,0.006208687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6726857,"threshold_uncertainty_score":0.9975437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5965655544769826,"score_gpt":0.574540510568478,"score_spread":0.02202504390850457,"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."}}