{"id":"W4310102490","doi":"10.29173/iasl8542","title":"School Librarians Conducting Research across Cultures and Countries","year":2022,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiculturalism; Context (archaeology); Class (philosophy); Power (physics); Psychology; Cultural diversity; Pedagogy; Sociology; Public relations; Political science; Epistemology","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002292038,0.0001055972,0.0001260645,0.00007758982,0.004969036,0.001761992,0.0005428598,0.00006942918,0.0009647256],"category_scores_gemma":[0.0006618732,0.0001007769,0.00002397978,0.0006718792,0.001024447,0.004238016,0.000375686,0.000508883,0.00002825707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005485086,"about_ca_system_score_gemma":0.00084538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000721655,"about_ca_topic_score_gemma":0.00009172718,"domain_scores_codex":[0.9977239,0.00009752203,0.0001857736,0.000402615,0.0009811679,0.0006090486],"domain_scores_gemma":[0.998998,0.0001016516,0.00008557124,0.00006018197,0.0004984053,0.0002562263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000329949,0.00003001661,0.04011484,0.00001912812,0.000005927011,0.000005304652,0.8330936,4.413806e-7,0.0004041113,0.1054497,0.01992395,0.0009199455],"study_design_scores_gemma":[0.0001108321,0.000142714,0.002004624,0.00001206321,0.000001917081,0.000006624851,0.7839319,0.00001784019,0.0003999832,0.008214633,0.2050171,0.0001397262],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626799,0.000120805,0.000003236032,0.01488177,0.0001701522,0.0002718148,0.000054779,0.0001236416,0.02169386],"genre_scores_gemma":[0.9891573,0.00007769893,0.0001199511,0.0006288904,0.0003014368,0.00006171432,0.000005802319,0.000007402326,0.009639864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1850932,"threshold_uncertainty_score":0.9999485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1481526819722777,"score_gpt":0.4171174249072835,"score_spread":0.2689647429350058,"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."}}