{"id":"W4411212524","doi":"10.2166/9781789065107_0239","title":"Slutsatser och framtidsutblick","year":2025,"lang":"sv","type":"book-chapter","venue":"IWA Publishing eBooks","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002240745,0.001000648,0.001031794,0.00156452,0.0009464843,0.03250664,0.008535516,0.00136695,0.0007177793],"category_scores_gemma":[0.0003500188,0.0009408651,0.0005955518,0.0003935514,0.0003985238,0.03117145,0.003079776,0.00200781,0.00192218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002075297,"about_ca_system_score_gemma":0.001862824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001988814,"about_ca_topic_score_gemma":0.00002080188,"domain_scores_codex":[0.9927267,0.0001359319,0.001987649,0.001568902,0.002340256,0.001240567],"domain_scores_gemma":[0.9939627,0.0004041284,0.001228811,0.002934983,0.0008457627,0.0006236036],"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":[0.000006359609,0.00001072206,0.00009181528,0.0001584068,0.00008427848,0.00002708269,0.003744218,0.00001334821,0.00001718047,0.7341838,0.2054606,0.0562021],"study_design_scores_gemma":[0.0004424689,0.00009433319,0.0001267493,0.001015507,0.00001579091,0.00004388564,0.000222816,0.005332221,0.0001643518,0.01650909,0.9749903,0.001042456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001043446,0.0002535251,0.01477124,0.004895591,0.008393697,0.0008453913,0.000109141,0.0007445512,0.9698825],"genre_scores_gemma":[0.03469824,0.00002434228,0.002547862,0.01482595,0.001438103,0.00004264569,0.00009593012,0.00006071702,0.9462662],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7695297,"threshold_uncertainty_score":0.9999295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03077368533750576,"score_gpt":0.2280891583532545,"score_spread":0.1973154730157487,"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."}}