{"id":"W4389934866","doi":"10.33137/cjal-rcbu.v9.40959","title":"Teaching Communities","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autoethnography; Pedagogy; Subject (documents); Sociology; Perception; Mathematics education; Psychology; Library science; Computer science; Gender studies","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":[0.002048434,0.00006705069,0.0001131252,0.0004480508,0.00100873,0.0002637966,0.0008974338,0.0001602036,0.0003361545],"category_scores_gemma":[0.0003947155,0.00006397735,0.00006232485,0.0005633988,0.0003584575,0.003844665,0.00001307248,0.0008791953,0.00007872051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005413873,"about_ca_system_score_gemma":0.005483305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01747539,"about_ca_topic_score_gemma":0.01509296,"domain_scores_codex":[0.9986017,0.0003818361,0.0002909819,0.00005595819,0.0002702035,0.0003992649],"domain_scores_gemma":[0.9986287,0.0002793658,0.0001550354,0.0000932277,0.00003539492,0.0008082422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005967932,0.000003003666,0.1635874,0.00001205407,0.00001557299,0.0001186202,0.1411084,0.00002578933,0.00005499478,0.5378548,0.1465822,0.01063125],"study_design_scores_gemma":[0.0001397021,0.00005255252,0.01698592,0.0001132429,0.000008218251,0.00002092366,0.1006013,0.00003173696,0.00005441152,0.0603564,0.8214862,0.00014932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7571295,0.0003602257,0.0000377786,0.07432056,0.001612763,0.00009803708,0.00001351774,0.000072467,0.1663551],"genre_scores_gemma":[0.9903332,0.0001113489,0.0001104338,0.001720909,0.001138653,6.815832e-7,0.000005025979,0.000008462803,0.006571308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.674904,"threshold_uncertainty_score":0.9890673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1108596989473985,"score_gpt":0.3255635900227105,"score_spread":0.214703891075312,"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."}}