{"id":"W3145649896","doi":"10.29173/iasl7698","title":"Reaching for the Top","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Social justice; Literacy; Pedagogy; Principal (computer security); Sociology; Equity (law); School library; Information literacy; Educational equity; Order (exchange); Public relations; Political science; Library science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002331563,0.0001034931,0.0001065279,0.00002843806,0.0004666266,0.0006982774,0.0001683431,0.00003271239,0.0007715973],"category_scores_gemma":[0.0003204441,0.00007015478,0.00005693539,0.00003322632,0.00009593361,0.000576763,0.00003452006,0.0001315959,0.00003754476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001878487,"about_ca_system_score_gemma":0.0001382213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000768129,"about_ca_topic_score_gemma":0.00005058447,"domain_scores_codex":[0.9992728,0.00000502287,0.0001699611,0.0001968252,0.0001368182,0.0002185306],"domain_scores_gemma":[0.9985491,0.0001331337,0.00006866992,0.00007842659,0.001119301,0.00005137426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009476251,0.00002545646,0.0004404439,0.00004399449,0.00001405855,2.339649e-7,0.9125706,3.559638e-8,0.0000090768,0.05723527,0.02059858,0.009052762],"study_design_scores_gemma":[0.000116002,0.00002644256,0.0004736478,0.0000348245,0.00002441337,0.000002386237,0.6335638,0.0000923022,0.0002311199,0.007943243,0.3573885,0.0001033516],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807298,0.0003739514,0.0001875797,0.008186198,0.001689388,0.0002297329,0.00005586089,0.00008403725,0.008463469],"genre_scores_gemma":[0.982478,0.00001973811,0.00016971,0.0010624,0.002096667,0.00007683435,0.00002729852,0.00001137326,0.01405793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3367899,"threshold_uncertainty_score":0.8448449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05478983646351143,"score_gpt":0.272090385586011,"score_spread":0.2173005491224996,"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."}}