{"id":"W3142963731","doi":"10.29173/iasl7791","title":"The Challenges of School Libraries in Vocational Education in Tampere Region (Finland) – with EU-collaboration Project to the Future","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; School library; Library science; Political science; Vocational school; Sociology; Engineering management; Engineering; Pedagogy; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000502735,0.00008561835,0.00009687565,0.0001151016,0.0003091761,0.0005271342,0.0003552959,0.0000646666,0.00002137098],"category_scores_gemma":[0.0003914449,0.00005059158,0.00001486247,0.001357078,0.0001539189,0.007576555,0.00004475668,0.0001427382,0.00001009843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004091837,"about_ca_system_score_gemma":0.004545141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00014973,"about_ca_topic_score_gemma":0.001215315,"domain_scores_codex":[0.9989339,0.00005688826,0.0002547572,0.0001787154,0.0003836956,0.0001920976],"domain_scores_gemma":[0.9986677,0.00006799299,0.0001398055,0.00008738123,0.0009829133,0.00005427888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004383245,0.0000277267,0.01287893,0.00001987483,0.000002012547,2.414083e-7,0.4167331,0.000001097032,0.000005576262,0.5413313,0.005245833,0.02371049],"study_design_scores_gemma":[0.0001065451,0.00005421426,0.08142677,0.0001164486,0.000001368388,0.000001937215,0.7385093,0.00002194004,0.000117671,0.004494879,0.1750637,0.0000852446],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.671875,0.00102588,0.00002077115,0.2874708,0.0002751806,0.0008033559,0.000008099676,0.00002654123,0.03849438],"genre_scores_gemma":[0.9956177,0.0007231339,0.000311838,0.001438216,0.0002795757,0.0001055163,0.000007162148,0.000003590587,0.001513265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5368364,"threshold_uncertainty_score":0.8062884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255846015337288,"score_gpt":0.2944778929678099,"score_spread":0.271919432814437,"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."}}