{"id":"W7097856897","doi":"","title":"LEADERSHIP and","year":2007,"lang":"en","type":"article","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Raising (metalworking); Portfolio; Diversity (politics); Quarter (Canadian coin); Commission; Higher education; Value (mathematics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001551945,0.0005446749,0.0001889233,0.0006190272,0.005251022,0.003844674,0.0005822867,0.001721613,0.1219827],"category_scores_gemma":[0.002721461,0.0001767303,0.0002093331,0.0003817588,0.001044192,0.00136515,0.00209058,0.003678149,0.03582409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002524356,"about_ca_system_score_gemma":0.007225078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006729032,"about_ca_topic_score_gemma":0.01920229,"domain_scores_codex":[0.9984543,0.0002533443,0.0000377565,0.0002618742,0.0005316561,0.0004610795],"domain_scores_gemma":[0.997111,0.0001225653,0.000112156,0.00008292332,0.0008406005,0.001730719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002685192,0.00005639028,0.000961386,0.00004477768,0.000003056922,0.0001271555,0.000693613,0.0000343422,0.0001744659,0.03694794,0.9038031,0.05712702],"study_design_scores_gemma":[0.000006326961,0.00002239193,0.0009783594,0.0000363537,0.000001297848,0.00006504401,0.0004546224,0.0000190885,0.00006481997,0.001173573,0.9971747,0.000003518067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007197622,0.00695068,0.001414705,0.1634218,0.04141873,0.0001479968,0.0005785674,0.0002950997,0.7785748],"genre_scores_gemma":[0.02567194,0.0009574324,0.000352511,0.01027392,0.001311028,0.00004399957,0.0001302133,0.00004665452,0.9612124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8780173,"threshold_uncertainty_score":0.4080727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4652535236947124,"score_gpt":0.5159052301531232,"score_spread":0.05065170645841077,"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."}}