{"id":"W3133901874","doi":"10.29173/iasl7470","title":"Using Your Outside Voice: Action Research Speaks for the School Librarian","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":"Action research; Action (physics); Reflection (computer programming); Psychology; Process (computing); School library; Medical education; Pedagogy; Sociology; Library science; Computer science; Medicine","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":[0.07481198,0.0008919793,0.00101579,0.002317584,0.01879853,0.02267415,0.003173865,0.01079268,0.008448862],"category_scores_gemma":[0.1120332,0.0008538361,0.001363645,0.001820524,0.03400398,0.02162043,0.01586116,0.01011155,0.003763062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004192422,"about_ca_system_score_gemma":0.009993863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001578741,"about_ca_topic_score_gemma":0.003093769,"domain_scores_codex":[0.8519297,0.1322872,0.001680874,0.004093911,0.006498849,0.00350934],"domain_scores_gemma":[0.8587155,0.09852792,0.006826108,0.01544518,0.008413117,0.01207218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001540479,0.001186303,0.007889675,0.0006341216,0.00005402039,0.001398816,0.7546834,0.0002361988,0.002542801,0.05170566,0.03706077,0.1424542],"study_design_scores_gemma":[0.0001320197,0.0006060334,0.0029898,0.00120861,0.00009742304,0.001139942,0.6539714,0.000507121,0.002695397,0.0505248,0.2859792,0.0001483434],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2680969,0.002975198,0.07777727,0.4046552,0.005764993,0.001651477,0.0001390476,0.00157224,0.2373678],"genre_scores_gemma":[0.8517175,0.001945209,0.05603639,0.05014814,0.0008725862,0.00165449,0.0001095221,0.0005010272,0.03701511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07481198,"threshold_uncertainty_score":0.3956483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3257304217355509,"score_gpt":0.4584328630880131,"score_spread":0.1327024413524622,"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."}}