{"id":"W1861490216","doi":"10.1111/j.1743-4580.2003.00012.x","title":"Higher Education and Its Contingent Faculty of the Future","year":2003,"lang":"en","type":"article","venue":"WorkingUSA","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Higher education; Psychology; Medical education; Sociology; Demographic economics; Social psychology; Economics; Economic growth; Medicine","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":[0.002896193,0.0001042533,0.0001093038,0.0005429314,0.007839445,0.006462755,0.0004324563,0.001220077,0.0126896],"category_scores_gemma":[0.00809687,0.0001428807,0.0001197663,0.0007538656,0.008387085,0.003750317,0.003887095,0.002504928,0.0007213806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003086035,"about_ca_system_score_gemma":0.006662774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004648182,"about_ca_topic_score_gemma":0.01390324,"domain_scores_codex":[0.9978983,0.001089233,0.00003712799,0.0001251288,0.0003775705,0.0004725743],"domain_scores_gemma":[0.992657,0.001589214,0.0007264819,0.0006054769,0.0006558655,0.003765992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005873483,0.0001156821,0.007976762,0.00003580281,0.000005779129,0.000169653,0.01274568,0.0003457101,0.0004200411,0.9016601,0.02503728,0.05142884],"study_design_scores_gemma":[0.00003160413,0.0001628538,0.02533503,0.0001882947,0.00001078132,0.0003966475,0.03136899,0.001070307,0.0008025853,0.2725401,0.6680215,0.00007117991],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3275608,0.005002129,0.006985288,0.1456271,0.00111278,0.00003233639,0.00008424266,0.0001112145,0.5134841],"genre_scores_gemma":[0.9724118,0.0007087008,0.0004994173,0.001421036,0.0002069453,0.00001160988,0.00001099838,0.00001815252,0.02471143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0126896,"threshold_uncertainty_score":0.0424509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0344347205888582,"score_gpt":0.3246117927362835,"score_spread":0.2901770721474253,"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."}}