{"id":"W4387237527","doi":"10.51542/ijscia.v4i5.10","title":"Leadership Strategies to Closing the Critical Skills Gap: A Review","year":2023,"lang":"en","type":"review","venue":"International Journal Of Scientific Advances","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Automotive industry; Curriculum; Bridging (networking); Public relations; Skills management; Human capital; Business; Knowledge management; Task (project management); Closing (real estate); Psychology; Marketing; Computer science; Political science; Management; Pedagogy; Engineering; Economics; Economic growth","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":[],"consensus_categories":[],"category_scores_codex":[0.002744762,0.001184824,0.001746773,0.008144923,0.0007227042,0.002103928,0.002051872,0.001820867,0.004286645],"category_scores_gemma":[0.007665201,0.0005444672,0.001305129,0.007421551,0.001189793,0.002647612,0.001119261,0.001568265,0.001070964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062164,"about_ca_system_score_gemma":0.008029283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006027171,"about_ca_topic_score_gemma":0.0126223,"domain_scores_codex":[0.9989246,0.0002327034,0.0002538764,0.0001446635,0.0003726945,0.00007139392],"domain_scores_gemma":[0.992879,0.004822955,0.0007995665,0.00009545199,0.001162353,0.0002408306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000594307,0.000116014,0.0004596699,0.1601974,0.0002442002,0.0001539265,0.0003445202,0.0002858085,0.0002553577,0.004075649,0.0224294,0.8113785],"study_design_scores_gemma":[0.00002906966,0.0001597363,0.003001979,0.1806073,0.0008550034,0.0009580557,0.0006158564,0.0001495588,0.0003587974,0.002155423,0.8110625,0.00004665149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006185826,0.9992662,0.00004750745,0.0001985507,0.00007908004,0.000008488382,0.000007386062,0.000003576663,0.0003273809],"genre_scores_gemma":[0.0006317062,0.998971,0.0001207209,0.0001354469,0.00004923993,0.000009404821,0.00001152741,8.525789e-7,0.00007004741],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008144923,"threshold_uncertainty_score":0.01496208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1967657668742156,"score_gpt":0.4266157970703592,"score_spread":0.2298500301961436,"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."}}