{"id":"W4307192437","doi":"10.1108/978-1-80262-057-320221001","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University; University of Windsor","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001421899,0.0002401245,0.0001971214,0.0004291437,0.000204128,0.0001872358,0.0002442076,0.00006834535,0.3303528],"category_scores_gemma":[0.000005905738,0.0002374882,0.000146766,0.00004023614,0.00002886429,0.0003415666,0.000513322,0.0002574965,0.01274513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005402981,"about_ca_system_score_gemma":0.000004924346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004456205,"about_ca_topic_score_gemma":0.00002320369,"domain_scores_codex":[0.9988472,0.000001073196,0.0002164851,0.0003940529,0.0003719556,0.0001691755],"domain_scores_gemma":[0.9993795,0.000004842049,0.0001963998,0.0003754043,0.00003833718,0.000005479023],"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":[0.000003896608,0.000006994744,0.000003630262,0.00005522746,0.00003093498,0.00001126485,0.000001574194,0.00001421465,3.859917e-7,0.6028917,0.3937648,0.003215387],"study_design_scores_gemma":[0.000104774,0.000005125186,0.00001279293,0.000007140439,0.00009591433,8.76597e-7,0.00001404537,0.00003729065,1.604309e-7,0.02211794,0.9773297,0.0002742701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002652488,0.00007792783,0.00001869864,0.003119451,0.0008370877,0.0002476586,0.000001322845,0.0002786787,0.9953926],"genre_scores_gemma":[0.0005334028,0.00003091437,0.00001205019,0.00277844,0.01247306,0.00001646342,0.0002853413,0.00006989951,0.9838004],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5835649,"threshold_uncertainty_score":0.9880236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582007215623127,"score_gpt":0.1863460564415558,"score_spread":0.1705259842853245,"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."}}