{"id":"W3176833796","doi":"10.32370/ia_2021_06_6","title":"System Model of Professional Development Process","year":2021,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Enterprise Management and Information Systems","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Process (computing); Plan (archaeology); Professional studies; Development plan; Staff management; Process management; Engineering management; Medical education; Knowledge management; Business; Computer science; Medicine; Management; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001842235,0.0001287452,0.0001910974,0.0002221343,0.0001246248,0.0000762946,0.000207555,0.00002776669,0.0002134131],"category_scores_gemma":[0.0001350896,0.0001096263,0.00006212902,0.0002881922,0.00003319082,0.0005076962,0.0002558325,0.00009000952,0.0005496428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000024164,"about_ca_system_score_gemma":0.00009994486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000711584,"about_ca_topic_score_gemma":0.000009577024,"domain_scores_codex":[0.9988339,0.000009968418,0.0004745061,0.0001673219,0.0003369566,0.0001773306],"domain_scores_gemma":[0.9993053,0.00006102358,0.0002092987,0.0001413428,0.000272177,0.00001084773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001037791,0.001901226,0.01074902,0.02617352,0.001073126,0.00006753231,0.1065201,0.03334609,0.00895277,0.4852334,0.2743594,0.050586],"study_design_scores_gemma":[0.0009764049,0.0000145605,0.0004718839,0.001381238,0.00005228574,0.000008534156,0.02210658,0.8362545,0.01081096,0.002610172,0.1247143,0.0005985737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4030415,0.00003616805,0.08289042,0.0001305089,0.0009256477,0.0004117868,0.00000660289,0.0001957818,0.5123616],"genre_scores_gemma":[0.9953681,0.000001136801,0.0006480384,0.0003562439,0.000162762,0.00004203507,0.00007445276,0.00001365047,0.003333551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8029084,"threshold_uncertainty_score":0.7064729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467118005847348,"score_gpt":0.2324634348814703,"score_spread":0.2077922548229968,"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."}}