{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001947091,0.0005937829,0.0005159678,0.001561746,0.001356373,0.004609793,0.001805636,0.001951033,0.01688424],"category_scores_gemma":[0.003388942,0.0003158413,0.0007592399,0.001678731,0.00137761,0.003170259,0.001655609,0.001339011,0.003522141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002707202,"about_ca_system_score_gemma":0.004378886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007307941,"about_ca_topic_score_gemma":0.003508801,"domain_scores_codex":[0.997445,0.0009992562,0.0001625734,0.0004946625,0.0006943324,0.0002042369],"domain_scores_gemma":[0.9979748,0.0007567335,0.0001621333,0.0001575813,0.000815123,0.0001335431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000969965,0.0001208188,0.002735315,0.0003311417,0.00005864823,0.0005755321,0.001976209,0.08884074,0.001828555,0.8382262,0.008592341,0.05661754],"study_design_scores_gemma":[0.0001142494,0.0002616716,0.001208034,0.0001759085,0.00007495958,0.0006062731,0.0007254077,0.5408305,0.001205633,0.3266335,0.1280968,0.00006708749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0149023,0.001030389,0.8937001,0.002680751,0.0002834025,0.0004669184,0.0007231348,0.00133842,0.08487453],"genre_scores_gemma":[0.5573654,0.002159257,0.3636033,0.0004139565,0.0002829822,0.00157151,0.001784148,0.0001838631,0.07263549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01688424,"threshold_uncertainty_score":0.05648339,"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."}}