{"id":"W7161757523","doi":"10.82308/39310","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":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008032344,0.0006629015,0.0006576176,0.001866908,0.04534786,0.0084854,0.003605595,0.001954512,0.002847761],"category_scores_gemma":[0.01278559,0.0006509992,0.0004600252,0.002688451,0.02443008,0.003228626,0.01401956,0.003706783,0.0002219662],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06524008,"about_ca_system_score_gemma":0.1038962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8517348,"about_ca_topic_score_gemma":0.9496375,"domain_scores_codex":[0.9896909,0.003516327,0.0002402423,0.0007264813,0.001494619,0.004331585],"domain_scores_gemma":[0.9861221,0.005390586,0.0008132007,0.0004121761,0.002155139,0.005106788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001947366,0.00003423292,0.003190579,0.00002754496,0.000001716841,0.0003762285,0.9905928,0.00003097427,0.000140184,0.0007219988,0.0004789483,0.004385214],"study_design_scores_gemma":[0.000002771865,0.00001629956,0.001818374,0.00002155443,0.000002178885,0.00005519243,0.9935455,0.00003641066,0.0000852021,0.0001086781,0.004300219,0.000007656876],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99152,0.0002271512,0.0004689572,0.001375982,0.00002873791,0.0001529472,0.00006469607,0.00002252223,0.006138974],"genre_scores_gemma":[0.9960283,0.0001983144,0.00046898,0.0002616997,0.0000072166,0.00005408282,0.0000399035,0.00001425974,0.002927167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9347599,"threshold_uncertainty_score":0.4733521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029646028857566,"score_gpt":0.4914594957856869,"score_spread":0.3884948928999303,"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."}}