{"id":"W3203642691","doi":"10.29173/iasl8304","title":"Shelftalkers: Empowering Student Voice","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); School library; Literacy; Association (psychology); Mathematics education; Library science; Information literacy; Pedagogy; Process (computing); Sociology; Computer science; Psychology; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005960891,0.0004465696,0.0002295128,0.0006155464,0.003513576,0.007532362,0.001506686,0.002268518,0.0337018],"category_scores_gemma":[0.01364333,0.0003425463,0.00046194,0.0005842182,0.002204648,0.008127941,0.01249442,0.002601131,0.008685501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007912517,"about_ca_system_score_gemma":0.002417859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008731867,"about_ca_topic_score_gemma":0.002291832,"domain_scores_codex":[0.9939365,0.00409142,0.0001425128,0.0003147867,0.0008712743,0.0006435381],"domain_scores_gemma":[0.9883611,0.005865435,0.000541816,0.001103277,0.000994617,0.003133675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005312109,0.0009661996,0.007305819,0.0006618142,0.00003156231,0.0007942194,0.1122557,0.0004536165,0.009912455,0.04937418,0.1863578,0.6313556],"study_design_scores_gemma":[0.0001409592,0.0004791085,0.00282798,0.0002466241,0.00003794156,0.00057392,0.03161225,0.0009642612,0.004320528,0.01839552,0.9403299,0.00007102457],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2562869,0.002337075,0.1307989,0.04118364,0.002715352,0.000757663,0.0007174231,0.01032919,0.5548739],"genre_scores_gemma":[0.7727355,0.001614829,0.03889688,0.009395744,0.001484059,0.001279985,0.0007520115,0.001844836,0.1719961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0337018,"threshold_uncertainty_score":0.1127438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04569099412779509,"score_gpt":0.3878547810259297,"score_spread":0.3421637868981346,"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."}}