{"id":"W1559612947","doi":"10.5539/res.v7n9p41","title":"Information Presentation of Professional Structure of Russian Society in Mass Media","year":2015,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Scientific Research and Philosophical Inquiry","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Mathematical Sciences; Saint Petersburg State University","keywords":"Mass media; Presentation (obstetrics); Public relations; Context (archaeology); Hierarchy; Sociology; Psychology; Political science; Medicine; Law","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":[0.001319428,0.00005963783,0.0002402946,0.00005404998,0.00001621643,0.000006480604,0.0003972288,0.0000120754,0.000004194176],"category_scores_gemma":[0.0006988415,0.00003893921,0.00006215317,0.0004665603,0.0001711082,0.0004752085,0.000260502,0.00007737782,0.000004737112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001310625,"about_ca_system_score_gemma":0.00006315084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000181269,"about_ca_topic_score_gemma":4.021951e-7,"domain_scores_codex":[0.9984832,0.0003025733,0.0005037035,0.00008232321,0.0005369402,0.00009126461],"domain_scores_gemma":[0.9989735,0.0001088822,0.0002849025,0.0002287861,0.0003579708,0.00004589436],"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":[0.0001009594,0.0005194285,0.009310531,0.09321303,0.0005394942,0.00001249888,0.1168707,0.0001940204,0.007264897,0.3767605,0.1745138,0.2207002],"study_design_scores_gemma":[0.00843248,0.001840945,0.4545996,0.1240628,0.0002096394,0.00002455559,0.01929357,0.008616913,0.03357973,0.2773867,0.06998949,0.00196351],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1196626,0.7411408,0.03019003,0.02572293,0.006651839,0.00480449,0.0003034073,0.0001463095,0.07137756],"genre_scores_gemma":[0.9513406,0.03285637,0.01537849,0.0002714981,0.00008487949,0.000003839393,0.00002344277,0.000004720198,0.0000361994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.831678,"threshold_uncertainty_score":0.1587895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1351549741118733,"score_gpt":0.3932325688682726,"score_spread":0.2580775947563993,"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."}}