{"id":"W4411957596","doi":"10.59236/td2014vol7iss21205","title":"Let’s Value Valuable People","year":2014,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Value (mathematics); Psychology; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002877421,0.0001860106,0.0002182141,0.0002832618,0.002239605,0.0008351353,0.0001816867,0.00005698324,0.0001124449],"category_scores_gemma":[0.0006655993,0.0001594358,0.00007669073,0.0001927681,0.0000519999,0.001925811,0.00004003583,0.001360905,0.0001761957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002324435,"about_ca_system_score_gemma":0.00001227179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002157645,"about_ca_topic_score_gemma":0.000026757,"domain_scores_codex":[0.99872,0.0002486032,0.0002853946,0.0001565334,0.0002527146,0.0003367069],"domain_scores_gemma":[0.9994462,0.0001751488,0.0001807634,0.00007979044,0.00008592127,0.00003216831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001078181,0.0003852392,0.05824223,0.0008751137,0.0004084076,0.00001112242,0.1091991,0.01638094,0.00048198,0.5582312,0.02640139,0.2292755],"study_design_scores_gemma":[0.002162951,0.0001200025,0.01917244,0.0001640619,0.0002976891,0.0000565008,0.01820681,0.04093155,0.00001793056,0.01469241,0.9034324,0.0007452063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3633536,0.0001725442,0.4016335,0.01433744,0.00110235,0.0003005991,0.000001235689,0.0005661348,0.2185327],"genre_scores_gemma":[0.9939559,0.00004058833,0.0008875289,0.003145427,0.00117703,0.000003477899,0.00003485013,0.00003177487,0.0007234978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.877031,"threshold_uncertainty_score":0.9990593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579315477169668,"score_gpt":0.215687925790724,"score_spread":0.1998947710190274,"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."}}