{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005106178,0.0001244464,0.0001736399,0.00006061757,0.0004778355,0.0005490188,0.0003083629,0.0001051299,0.0006312588],"category_scores_gemma":[0.0004241323,0.0001289891,0.00005934107,0.0004216585,0.0001431341,0.0006189176,0.00009330164,0.0001587948,0.0003176251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008866454,"about_ca_system_score_gemma":0.0006635401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009782297,"about_ca_topic_score_gemma":0.000270539,"domain_scores_codex":[0.998556,0.00003105446,0.0002390442,0.0003091575,0.0004700851,0.0003946651],"domain_scores_gemma":[0.9981296,0.00005113306,0.0001055501,0.0000854836,0.001396781,0.0002314626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002465493,0.00005869158,0.03317915,0.00002528539,0.00001603389,0.000003364809,0.9167238,8.688562e-8,0.0002157115,0.04098723,0.007510642,0.001277496],"study_design_scores_gemma":[0.00008911067,0.00001629893,0.007681228,0.00006019835,0.000006582115,0.000004424936,0.6708094,0.00000144,0.0002617567,0.0005103832,0.3204117,0.0001473965],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811405,0.0001485954,0.00002497698,0.005830773,0.0006313382,0.0001357381,0.000008456189,0.0001212221,0.1119584],"genre_scores_gemma":[0.9852496,0.00008648932,0.0001654851,0.0005664729,0.0008098591,0.00003152295,0.000002702003,0.00001096033,0.01307695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3129011,"threshold_uncertainty_score":0.6911842,"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."}}