{"id":"W4392613540","doi":"10.59350/baj44-38215","title":"Ist community-led and need-based librarianship die bibliothekarische Antwort auf die soziale Frage?","year":2014,"lang":"de","type":"preprint","venue":"","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Die (integrated circuit); Sociology; Political science; Engineering; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003687735,0.0007458683,0.0009211363,0.001011105,0.003710548,0.004355867,0.002397734,0.001075917,0.002268271],"category_scores_gemma":[0.0005781698,0.0006616775,0.0003324649,0.001861622,0.002423265,0.002600069,0.001009118,0.002273433,0.0005092788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006057083,"about_ca_system_score_gemma":0.002084771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008056007,"about_ca_topic_score_gemma":0.00312162,"domain_scores_codex":[0.9928578,0.002971218,0.0009582301,0.001028058,0.001141266,0.001043408],"domain_scores_gemma":[0.9950228,0.001875791,0.000659649,0.001461495,0.0001354845,0.0008447369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009562101,0.004652647,0.5846086,0.003134663,0.001124125,0.0003104894,0.09783754,0.001035547,0.001703605,0.1162281,0.1565601,0.03184843],"study_design_scores_gemma":[0.003558208,0.001526701,0.09429403,0.001378008,0.0006914375,0.000006062077,0.03272997,0.02148861,0.003610933,0.06880153,0.7669834,0.004931095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4613957,0.001813835,0.006342717,0.06450726,0.005422316,0.002309197,0.0002113534,0.0009188152,0.4570788],"genre_scores_gemma":[0.9754827,0.001334407,0.002113254,0.004563428,0.00178283,0.0000467264,0.0003776947,0.00005602154,0.01424291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6104233,"threshold_uncertainty_score":0.9995834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05482170836666003,"score_gpt":0.3050513356483697,"score_spread":0.2502296272817097,"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."}}