{"id":"W3094758062","doi":"10.4324/9780203134061-11","title":"What makes a ‘good teacher’?","year":2012,"lang":"en","type":"book-chapter","venue":"Teaching and Learning","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science; Mathematics education","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003143162,0.0002645133,0.0003085611,0.000129391,0.001916575,0.0003719146,0.0001533914,0.0003409612,0.0009541902],"category_scores_gemma":[0.0004660835,0.0002643872,0.0001021456,0.00001743018,0.0003098239,0.0003825108,0.00005391244,0.003355881,0.0002035451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112346,"about_ca_system_score_gemma":0.00008951529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005755019,"about_ca_topic_score_gemma":0.0002238681,"domain_scores_codex":[0.9980416,0.0006904452,0.0001986825,0.0003161006,0.0003363723,0.0004167616],"domain_scores_gemma":[0.9990599,0.0003812989,0.0001932963,0.0001398257,0.00003301564,0.0001926432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002667814,0.00001760297,0.0008948725,0.0000247678,0.00006234506,0.000001139147,0.5637849,5.619439e-7,0.000001240263,0.1081696,0.001394001,0.3256463],"study_design_scores_gemma":[0.00006503053,0.00001566515,0.0002581822,0.0002019419,0.00005734707,0.000001762494,0.2239564,0.000001030604,7.741029e-8,0.000720225,0.7744672,0.0002551397],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001263373,0.02836346,0.00002021354,0.01668712,0.0009933802,0.0001609466,5.264128e-7,0.00037268,0.9521383],"genre_scores_gemma":[0.2592787,0.001890494,0.0001635439,0.0002394242,0.001773806,0.000005957571,0.000008775637,0.00004270677,0.7365966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7730732,"threshold_uncertainty_score":0.9999808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120087347831883,"score_gpt":0.3639640499474749,"score_spread":0.2519553151642866,"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."}}