{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006845201,0.0008828363,0.0009193863,0.001403389,0.0100488,0.02135535,0.001539775,0.006898541,0.03649718],"category_scores_gemma":[0.02936842,0.0003889771,0.0005804402,0.0009055376,0.02236293,0.01805264,0.01189867,0.01060369,0.01869182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003870376,"about_ca_system_score_gemma":0.006195141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593704,"about_ca_topic_score_gemma":0.003184631,"domain_scores_codex":[0.9874805,0.005385486,0.000212241,0.0006825398,0.004374479,0.00186476],"domain_scores_gemma":[0.973033,0.005729132,0.001584252,0.003428738,0.005706347,0.01051854],"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":[0.00007981556,0.0001642269,0.001041296,0.0001911972,0.00006132758,0.0008733944,0.02879588,0.0001611445,0.0007449252,0.3816154,0.5154736,0.07079778],"study_design_scores_gemma":[0.00002798493,0.00003800307,0.0002942242,0.0002427266,0.00002295836,0.0005564515,0.01607425,0.00007565593,0.0003245728,0.1795209,0.8027868,0.0000354696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01204016,0.005995041,0.007874454,0.5131155,0.0291077,0.00006655771,0.0000902988,0.0005227287,0.4311875],"genre_scores_gemma":[0.3962418,0.003520019,0.005655395,0.1789256,0.01079306,0.0001272774,0.0001139898,0.0008812613,0.4037417],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03649718,"threshold_uncertainty_score":0.1220952,"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."}}