{"id":"W2590664490","doi":"","title":"Enemmän vähemmällä : laman ja teknologisen murroksen vaikutukset suomalaisissa toimituksissa 2009-2010","year":2012,"lang":"fi","type":"article","venue":"Tampere University Institutional Repository (Tampere University)","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Tampereen Yliopisto; York University","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.00189712,0.000938694,0.0009642821,0.001308351,0.01183303,0.0004135409,0.003749773,0.001489564,0.00238686],"category_scores_gemma":[0.000757374,0.001122862,0.0008892349,0.004112986,0.009110959,0.005436987,0.001529925,0.001653726,0.0009795579],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005368607,"about_ca_system_score_gemma":0.004398421,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01909447,"about_ca_topic_score_gemma":0.002894287,"domain_scores_codex":[0.9897528,0.002202018,0.000632672,0.001588183,0.002915383,0.002908906],"domain_scores_gemma":[0.9938489,0.0008556129,0.0006755348,0.001020438,0.001194665,0.002404862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001049068,0.0031154,0.2172895,0.0002574689,0.001304135,0.004579986,0.03146326,0.0004675014,0.006396292,0.6954514,0.03143438,0.007191585],"study_design_scores_gemma":[0.001290163,0.0002170624,0.0208215,0.0001722014,0.0003358987,0.00008920072,0.06476697,0.0000573015,0.0005852504,0.00009799053,0.9102445,0.001321961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4083376,0.0007419589,0.000175097,0.002966277,0.004499857,0.0009464203,0.0004287254,0.0004692071,0.5814348],"genre_scores_gemma":[0.8045577,0.001444147,0.0005584566,0.0001305135,0.001717103,9.24281e-7,0.00007768196,0.00003407611,0.1914794],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8788101,"threshold_uncertainty_score":0.9998067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03610185905068492,"score_gpt":0.2565820195040593,"score_spread":0.2204801604533744,"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."}}