{"id":"W1991281768","doi":"10.5539/ies.v4n4p28","title":"Concept of Supervision and Supervisory Practices at Primary Level in Pakistan","year":2011,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Facilitator; Stratified sampling; Psychology; Delegate; Medical education; Population; Attendance; Pedagogy; Medicine; Political science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002286189,0.0001057798,0.0001632945,0.0001389515,0.00004504238,0.000007262915,0.0001696513,0.00005333454,0.00200833],"category_scores_gemma":[0.0001510153,0.00008948944,0.0000306136,0.0001099508,0.0001631389,0.0001741779,0.00009391161,0.0000915461,0.00005023258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009697791,"about_ca_system_score_gemma":0.00006570963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005143048,"about_ca_topic_score_gemma":0.00007133283,"domain_scores_codex":[0.9989757,0.00009368711,0.0003603252,0.0002734718,0.0001880961,0.0001087307],"domain_scores_gemma":[0.9987388,0.0003065431,0.0002782418,0.0001338327,0.0005043563,0.00003823704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002523869,0.002349545,0.8570762,0.00003977719,0.0002988323,0.00000302706,0.05058267,2.96776e-7,0.000404308,0.0301531,0.01501514,0.04382474],"study_design_scores_gemma":[0.0003424582,0.00006466411,0.9579067,0.00004419817,0.00001102657,0.00001306592,0.0210135,4.527924e-7,0.0000987191,0.005113176,0.01529661,0.00009544971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268566,0.005439364,0.00001115769,0.001488158,0.003135945,0.0001173533,0.00002869094,0.00001071017,0.06291205],"genre_scores_gemma":[0.9875005,0.0003805414,0.001595558,0.000833703,0.000103443,0.0000957054,0.00004688101,0.000007167961,0.009436504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1008305,"threshold_uncertainty_score":0.998904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4025233129252593,"score_gpt":0.5251218244870967,"score_spread":0.1225985115618373,"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."}}