{"id":"W1529849817","doi":"10.1016/b978-0-12-397181-4.00011-6","title":"Climbing the Ladder","year":2015,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Climbing; Accidental; Computer science; Psychology; Business; Engineering; Physics; Structural engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004200816,0.00037353,0.0002860687,0.0002096223,0.0002669574,0.0004622804,0.0006203211,0.0001964256,0.001531745],"category_scores_gemma":[0.00005469613,0.0002742252,0.0001503221,0.00004806165,0.0001390567,0.0002515434,0.0004807671,0.0004022484,0.004956463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005208336,"about_ca_system_score_gemma":0.00004369254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002428047,"about_ca_topic_score_gemma":0.0000545239,"domain_scores_codex":[0.9985384,0.000005991458,0.0003328476,0.0003633457,0.0004502891,0.0003091091],"domain_scores_gemma":[0.9987275,0.0000349813,0.0003197018,0.0006378249,0.0002618404,0.0000181504],"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":[0.000003776932,0.000007438328,0.00001422668,0.0001283329,0.0001229427,0.00001408635,0.0001329714,0.000003050777,9.083983e-7,0.4910903,0.1031896,0.4052924],"study_design_scores_gemma":[0.0001666313,0.000003089102,0.000005512065,0.00007871917,0.0002958379,0.000001419171,0.0000902088,0.00001618345,3.679252e-7,0.06669883,0.932305,0.0003381621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002775612,0.0005090511,0.00001513181,0.003175217,0.00106805,0.0005411004,0.000003645335,0.0002454749,0.9944395],"genre_scores_gemma":[0.001291039,0.00001923788,0.00002806951,0.01314378,0.003499556,0.00002129091,0.00007518518,0.0001501196,0.9817717],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8291155,"threshold_uncertainty_score":0.999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04737239904301149,"score_gpt":0.2311453674885115,"score_spread":0.1837729684455,"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."}}