{"id":"W2931801678","doi":"10.5860/crln.80.4.216","title":"Librarians as critical friends: Developing a sustainable peer observation process","year":2019,"lang":"en","type":"article","venue":"College & Research Libraries News","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Library instruction; Peer instruction; Information literacy; Process (computing); Quarter (Canadian coin); Front (military); Computer science; Academic library; Medical education; Library science; Mathematics education; Psychology; Pedagogy; Peer feedback; Engineering; Medicine; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1170917,0.0009587703,0.0006429879,0.004348687,0.01199702,0.01356653,0.00724745,0.003828568,0.006373404],"category_scores_gemma":[0.195773,0.001378531,0.0006920439,0.00140912,0.01261212,0.01927097,0.02589549,0.004320731,0.002969111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005923585,"about_ca_system_score_gemma":0.03578071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003572749,"about_ca_topic_score_gemma":0.007682357,"domain_scores_codex":[0.8447877,0.1314684,0.002470656,0.00624585,0.01188226,0.003145285],"domain_scores_gemma":[0.7780099,0.1424957,0.0110633,0.02508454,0.02393932,0.01940724],"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":[0.0001949965,0.002831074,0.02246888,0.000711165,0.00007056956,0.0007014219,0.4371247,0.001546978,0.003255204,0.02653896,0.0139957,0.4905603],"study_design_scores_gemma":[0.0004705314,0.002570806,0.01471746,0.002111732,0.000198131,0.0008136248,0.5925192,0.02357221,0.007229665,0.0943941,0.2610827,0.0003198268],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2714476,0.0009843854,0.568774,0.03466981,0.0006156934,0.01377069,0.0001202255,0.003784581,0.105833],"genre_scores_gemma":[0.6571584,0.0005726916,0.3237807,0.001504255,0.0001932498,0.006024798,0.0001053101,0.0003706376,0.01029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1170917,"threshold_uncertainty_score":0.6192477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07704513858169688,"score_gpt":0.4109053076304556,"score_spread":0.3338601690487588,"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."}}