{"id":"W2214406569","doi":"10.21015/vtess.v5i2.191","title":"IDENTIFICATION OF THE FACTORS OF QUALITY TEACHER TRAINING AND DEVELOPMENT OF A MODEL PROGRAM IN PAKISTAN","year":2015,"lang":"en","type":"article","venue":"VFAST Transactions on Education and Social Sciences","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Training (meteorology); Identification (biology); Ranking (information retrieval); Medical education; Mathematics education; Psychology; Computer science; Medicine; Geography; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001997808,0.0000954778,0.0001080325,0.0004753101,0.001030018,0.001160147,0.0004329849,0.0002564219,0.002957335],"category_scores_gemma":[0.008536045,0.00015339,0.0001582623,0.0006614976,0.0005654201,0.0007489652,0.0007180671,0.0005634173,0.0002303828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002694501,"about_ca_system_score_gemma":0.006657475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02233437,"about_ca_topic_score_gemma":0.02693156,"domain_scores_codex":[0.9986595,0.0003889028,0.0000829973,0.00009057429,0.0003791532,0.0003989083],"domain_scores_gemma":[0.9895027,0.002318044,0.002652895,0.0004343232,0.002207072,0.002884996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002304579,0.0005740474,0.9646863,0.00008064375,0.0000159749,0.0002062164,0.003518143,0.001078753,0.0008466931,0.001502349,0.001277206,0.0259833],"study_design_scores_gemma":[0.00001784674,0.0004394605,0.986674,0.00005826351,0.00001357927,0.0001909507,0.006974653,0.002212762,0.0008119622,0.0002795758,0.002316065,0.00001095876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965816,0.00003433137,0.0002820715,0.0003565459,0.000005643417,0.00003694099,0.0000611846,0.00000664753,0.002635081],"genre_scores_gemma":[0.9993734,0.00003507899,0.0002366293,0.00001969647,0.000001886847,0.0000140476,0.00004043062,0.000001539831,0.0002771841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02233437,"threshold_uncertainty_score":0.04440874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3842965829049334,"score_gpt":0.4989320514260348,"score_spread":0.1146354685211013,"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."}}