{"id":"W2102007519","doi":"10.26522/brocked.v14i1.57","title":"Increasing the Angle of Educational Reform in Pakistan through Professional Development","year":2004,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Brock University; University of Toronto","keywords":"Grassroots; Sustainability; Professional development; Relation (database); Sociology; Political science; Mathematics education; Pedagogy; Economic growth; Psychology; Computer science; Economics; Politics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006741728,0.00007848182,0.00009474852,0.00009537701,0.0007318989,0.00005416638,0.0002329821,0.00004950708,0.0003973241],"category_scores_gemma":[0.0003775573,0.0000574481,0.00003885621,0.0003655564,0.0001553435,0.0002880332,0.00001791357,0.0002631895,0.00001927072],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256331,"about_ca_system_score_gemma":0.01056119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001658585,"about_ca_topic_score_gemma":0.002352016,"domain_scores_codex":[0.9986819,0.0002427426,0.000381973,0.0001020686,0.0003835962,0.0002077138],"domain_scores_gemma":[0.9991812,0.000132981,0.0002433439,0.00008426154,0.000261518,0.00009675133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002913483,0.00138027,0.08583014,0.00001955688,0.00002550304,1.422277e-7,0.8247657,0.00001510111,0.00007202215,0.07363418,0.005781548,0.008446636],"study_design_scores_gemma":[0.0002109916,0.000007995515,0.3490091,0.0001433659,0.000004644571,0.00001934663,0.5518211,4.152638e-8,0.00006349487,0.01612723,0.0825061,0.00008654451],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7900596,0.001190939,0.00004293806,0.1913727,0.002719833,0.0002145186,6.074451e-7,0.000009037313,0.01438978],"genre_scores_gemma":[0.9915925,0.00005977568,0.00306193,0.0007063224,0.0006707371,0.00003063821,0.000004227692,0.000006413093,0.003867449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2729446,"threshold_uncertainty_score":0.995048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07829616907589138,"score_gpt":0.4310889543136907,"score_spread":0.3527927852377993,"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."}}