{"id":"W2007811541","doi":"10.5539/ass.v11n12p274","title":"The Relationship between Teachers’ Factors and Effective Teaching","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Psychology; Mathematics education; School teachers; Professional development; Medical education; Pedagogy; Medicine; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003331164,0.00005868031,0.00007164382,0.00003634901,0.006162331,0.0002204604,0.00025676,0.00004167335,0.000001706688],"category_scores_gemma":[0.006782778,0.00004052758,0.00002117861,0.0004011926,0.002325671,0.0003204921,0.00005829442,0.000185654,0.00001124242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002351309,"about_ca_system_score_gemma":0.0002931964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007709211,"about_ca_topic_score_gemma":0.000293843,"domain_scores_codex":[0.9987463,0.00031465,0.0000832924,0.0001583469,0.0004295783,0.0002678427],"domain_scores_gemma":[0.9987689,0.0009152269,0.00005823781,0.00006048391,0.00007225496,0.0001248589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[2.391629e-7,0.000002298483,0.5529214,1.608055e-7,0.000001508165,2.38716e-8,0.2722728,1.688463e-9,0.000001094774,0.1454509,0.0006562616,0.02869326],"study_design_scores_gemma":[0.00004052418,0.00000765881,0.755214,0.000001837084,0.000003780304,3.315124e-8,0.2114078,6.148016e-8,0.000002243828,0.01184115,0.02143546,0.00004545531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5573525,0.00003412105,0.00002242829,0.008191272,0.0002662501,0.000129718,6.38848e-7,0.00003308515,0.43397],"genre_scores_gemma":[0.9983052,0.000002273596,0.00004087899,0.0000519533,0.0003724337,0.000008262325,2.983155e-7,0.000002781293,0.001215904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409527,"threshold_uncertainty_score":0.9951315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08348749667585285,"score_gpt":0.3979449121468111,"score_spread":0.3144574154709582,"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."}}