{"id":"W4254687450","doi":"10.24124/2010/bpgub1474","title":"Professional learning communities: where are we?","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Northern British Columbia","keywords":"Likert scale; Focus group; Survey instrument; Facilitator; Qualitative property; Perception; Scale (ratio); Psychology; Mathematics education; Pedagogy; Medical education; Knowledge management; Engineering; Computer science; Applied psychology; Marketing; Social psychology; Geography; Medicine; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0158177,0.0004136543,0.000730211,0.002469521,0.01810399,0.02318694,0.002065934,0.006498276,0.01024958],"category_scores_gemma":[0.03538103,0.0005332975,0.0004117207,0.002846386,0.02013461,0.04720107,0.01078172,0.006071715,0.002410496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005248853,"about_ca_system_score_gemma":0.01706211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006728494,"about_ca_topic_score_gemma":0.01108977,"domain_scores_codex":[0.9808323,0.01311892,0.0004969096,0.00100546,0.002289719,0.002256546],"domain_scores_gemma":[0.9622426,0.01189103,0.003672855,0.00149458,0.005184373,0.01551451],"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":[0.00006169507,0.000306284,0.01637787,0.001040633,0.00002784721,0.0007583032,0.3530203,0.00009522225,0.0004268414,0.1548786,0.08271893,0.3902875],"study_design_scores_gemma":[0.00001925453,0.00005995119,0.002788992,0.001462907,0.00001256633,0.000438536,0.6302384,0.0001513355,0.0001282408,0.0820763,0.2825836,0.00004001291],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08815318,0.03632459,0.01122956,0.7631274,0.004282588,0.0002247679,0.00008011987,0.0003314602,0.09624638],"genre_scores_gemma":[0.9161193,0.02244633,0.01026725,0.03255367,0.00119835,0.0003334114,0.00008433667,0.0001341874,0.01686311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02318694,"threshold_uncertainty_score":0.08365297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1560486126830952,"score_gpt":0.4472891931319292,"score_spread":0.2912405804488339,"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."}}