{"id":"W7065488966","doi":"","title":"Emergent professional learning communities in Canadian postsecondary education: experiences of faculty, educational developers, support staff, and administrators","year":2017,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional learning community; Professional development; Context (archaeology); Narrative; Learning community; Faculty development; Meaning (existential); Experiential learning; Qualitative research; Narrative inquiry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003821611,0.0003511409,0.0003609064,0.0003031081,0.001274755,0.00007091077,0.0004311164,0.0001727094,0.003699171],"category_scores_gemma":[0.00004791537,0.00037457,0.00007271213,0.000152678,0.0000930703,0.0005889952,0.00005253033,0.0007371104,0.00002787085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069952,"about_ca_system_score_gemma":0.003099653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03741565,"about_ca_topic_score_gemma":0.09908763,"domain_scores_codex":[0.9981999,0.0001169264,0.0005795397,0.0003241063,0.0003194509,0.0004600796],"domain_scores_gemma":[0.9986527,0.00005633399,0.0004459031,0.0002504494,0.0002643492,0.0003302468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003072207,0.001338371,0.4181258,0.0009416635,0.0005294527,0.00001304419,0.01927406,0.00001274335,0.003067177,0.05512222,0.0002147624,0.5010535],"study_design_scores_gemma":[0.001381014,0.0003729296,0.3367124,0.001891561,0.0001066894,0.00001579265,0.3137785,0.00002770795,0.06525426,0.004365257,0.2733733,0.002720646],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344186,0.0000839295,2.719684e-9,0.00002076842,0.00113512,0.0002605354,0.0004820368,0.000009773727,0.0635893],"genre_scores_gemma":[0.9827859,0.00002939569,0.00009958212,0.000017904,0.0000433956,0.0002792655,0.005293187,0.00003521515,0.01141609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4983329,"threshold_uncertainty_score":0.9998706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047072463047123,"score_gpt":0.2977733396467093,"score_spread":0.277302615016238,"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."}}