{"id":"W1996554019","doi":"10.5539/jsd.v8n4p1","title":"Methodology for the Study of Political Historical Geography of Russia in the System of Higher Education","year":2015,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kazan Federal University","keywords":"Political geography; Historical geography; Politics; Subject (documents); Human geography; Social science; Thematic map; Work (physics); Strategic geography; Regional science; Geography; Political science; Sociology; Cartography; Law; Computer science; Library science","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":[0.00843177,0.0004640812,0.0004784838,0.005109447,0.001988539,0.002572428,0.00102407,0.000613125,0.007131652],"category_scores_gemma":[0.007954692,0.0003129056,0.0007527748,0.004712955,0.00314125,0.001654073,0.002317342,0.001423875,0.0007414056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002531764,"about_ca_system_score_gemma":0.005109105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707532,"about_ca_topic_score_gemma":0.00329472,"domain_scores_codex":[0.9917445,0.006835056,0.0003570335,0.0004154039,0.0004958588,0.0001522348],"domain_scores_gemma":[0.9951066,0.003277166,0.000391567,0.0005569734,0.000540348,0.0001273535],"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":[0.00007254411,0.0002239572,0.01167958,0.00104066,0.00005569783,0.0004114888,0.04497564,0.001984078,0.00266561,0.7237523,0.004607841,0.2085306],"study_design_scores_gemma":[0.0001324812,0.0005170132,0.0312011,0.001831652,0.0001163607,0.001431908,0.06832674,0.0142564,0.003121883,0.435639,0.4433217,0.0001037212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04307285,0.001175023,0.897261,0.001234529,0.0002151288,0.004675295,0.000896182,0.0001544775,0.05131545],"genre_scores_gemma":[0.1777431,0.00101889,0.8030871,0.0001562836,0.00006466834,0.01157454,0.0006152023,0.00005080767,0.005689336],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00843177,"threshold_uncertainty_score":0.04459202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010237097162122,"score_gpt":0.3839047283634749,"score_spread":0.2828810186472627,"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."}}