{"id":"W118990414","doi":"10.17323/1814-9545-2014-1-92-109","title":"Analysis of an Academic Environment as a Place of Studies and Work","year":2014,"lang":"en","type":"article","venue":"Voprosy Obrazovaniya/ Educational Studies Moscow","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Appeal; Work (physics); Order (exchange); Higher education; Sociology; Public relations; Psychology; Political science; Pedagogy; Social psychology; Engineering; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006428669,0.0001952283,0.0004912247,0.0003666749,0.0002048731,0.00001791824,0.0004489826,0.00006343475,0.00002048835],"category_scores_gemma":[0.0002198441,0.0001727516,0.00007088019,0.001226589,0.0003505982,0.0003238051,0.0002706259,0.000131283,0.000007168182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008213653,"about_ca_system_score_gemma":0.0001147968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002104931,"about_ca_topic_score_gemma":0.0000157246,"domain_scores_codex":[0.9982694,0.00008120057,0.0005533315,0.0004765334,0.0004257996,0.0001937623],"domain_scores_gemma":[0.9978456,0.0008042283,0.0003856984,0.0004785162,0.0004145472,0.00007140499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002540154,0.0006589081,0.03030887,0.0002676871,0.004575552,2.948152e-7,0.01888875,0.001945523,0.0008976297,0.9237365,0.0011361,0.01755884],"study_design_scores_gemma":[0.0006447225,0.0006337382,0.8456528,0.0002837389,0.0009369792,0.000008640217,0.02551819,0.003012263,0.002481511,0.1175688,0.002460048,0.0007985654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687665,0.01703221,0.001227941,0.01230394,0.0003123011,0.0001621458,0.000006723956,0.0000210401,0.0001672709],"genre_scores_gemma":[0.9776725,0.002350713,0.01907685,0.0002369674,0.0001155205,0.00009553445,0.00001324879,0.000008838941,0.0004298458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.815344,"threshold_uncertainty_score":0.7044606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05063470999972308,"score_gpt":0.3525777560586533,"score_spread":0.3019430460589302,"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."}}