{"id":"W2973919169","doi":"10.5430/ijhe.v8n5p246","title":"Management of Lecturers Resource Development at Higher Education","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dharma; Documentation; Resource (disambiguation); Higher education; Qualitative research; Mathematics education; Institution; Medical education; Sociology; Psychology; Pedagogy; Computer science; Political science; Social science; Medicine; Philosophy; Theology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006539138,0.0002842569,0.0002146557,0.001404929,0.003133446,0.005846592,0.001606136,0.0006378423,0.00388599],"category_scores_gemma":[0.01165527,0.0001919828,0.000179641,0.001366966,0.001881536,0.001743053,0.002837473,0.001475483,0.0009492229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004636196,"about_ca_system_score_gemma":0.01279114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003063758,"about_ca_topic_score_gemma":0.004625136,"domain_scores_codex":[0.9863945,0.00700041,0.0006019644,0.0008898138,0.003197955,0.001915403],"domain_scores_gemma":[0.981856,0.004443437,0.003841606,0.0008832288,0.003682051,0.005293655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001403939,0.001173003,0.1131255,0.0009342055,0.00005281083,0.0039963,0.1482302,0.001008821,0.01313775,0.02109924,0.01725323,0.6798484],"study_design_scores_gemma":[0.00003672201,0.001428264,0.2815388,0.001043547,0.00007238461,0.003690098,0.4093708,0.001980518,0.01412245,0.006866708,0.2796226,0.0002271685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8488316,0.003068258,0.01035721,0.01372712,0.0002740035,0.0006672242,0.0001290262,0.0002008656,0.1227447],"genre_scores_gemma":[0.9736028,0.001019309,0.003670746,0.0003898435,0.00006434838,0.0001010471,0.00005405072,0.00002109293,0.02107685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006539138,"threshold_uncertainty_score":0.03458267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02101872176697265,"score_gpt":0.3891188500030157,"score_spread":0.368100128236043,"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."}}