{"id":"W4399561038","doi":"10.3167/9781845454203","title":"THE NEW MEDIA NATION","year":2010,"lang":"en","type":"book","venue":"Berghahn Books","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004265658,0.0005067764,0.0002780021,0.001704086,0.003917897,0.009510292,0.0007463827,0.001389727,0.05019839],"category_scores_gemma":[0.001119906,0.0002882055,0.0002674532,0.001296342,0.002153784,0.01054136,0.004086886,0.002767215,0.01352873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002472759,"about_ca_system_score_gemma":0.002516271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006256594,"about_ca_topic_score_gemma":0.01920553,"domain_scores_codex":[0.9996336,0.000075171,0.00001278711,0.00005847945,0.0001475926,0.0000723941],"domain_scores_gemma":[0.999678,0.00007800519,0.00001826573,0.00004524701,0.00009004804,0.00009040264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001736212,0.00002154326,0.0002097802,0.000170365,0.00000443021,0.0002912307,0.006447251,0.00003506665,0.000467803,0.4303783,0.4706116,0.09134536],"study_design_scores_gemma":[5.478844e-7,0.000001564546,0.00005793632,0.00005585834,9.278554e-7,0.0000695051,0.0004858922,0.00000998396,0.00004326189,0.001636488,0.9976363,0.000001674482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009770209,0.008243477,0.0004283248,0.003480886,0.002415901,0.00001365551,0.00008570843,0.00008961912,0.9842653],"genre_scores_gemma":[0.01409952,0.007808419,0.0007607048,0.001974005,0.0007111457,0.0000516524,0.0001204967,0.0001204725,0.9743534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05019839,"threshold_uncertainty_score":0.1679304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02932561932684194,"score_gpt":0.2792386233101024,"score_spread":0.2499130039832605,"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."}}