{"id":"W2537889725","doi":"","title":"Focused teacher professional development to improve the literacy performance of middle school students in Alberta, Canada","year":2015,"lang":"en","type":"dissertation","venue":"National University System Repository (National University System)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Professional development; Mathematics education; Pedagogy; Psychology; Medical education; Medicine","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","sts"],"consensus_categories":[],"category_scores_codex":[0.002564683,0.0003139698,0.0004808498,0.000736917,0.001308197,0.00008819432,0.001285143,0.0003951922,0.00002527327],"category_scores_gemma":[0.0002375805,0.0003271001,0.0001203899,0.001004754,0.00006902692,0.0005443245,0.0001160668,0.0003888755,0.00005600909],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01970754,"about_ca_system_score_gemma":0.03024844,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5629103,"about_ca_topic_score_gemma":0.4835308,"domain_scores_codex":[0.9930541,0.001394508,0.0006505591,0.0005533105,0.003993037,0.0003544668],"domain_scores_gemma":[0.9935522,0.000495614,0.000876918,0.000238442,0.004466756,0.0003700698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004862932,0.001960033,0.3917535,0.01362866,0.002275333,0.0002650334,0.2760091,0.001830165,0.0004129586,0.196163,0.1104537,0.0003856517],"study_design_scores_gemma":[0.002354239,0.00007223018,0.1700276,0.005241248,0.0001178453,0.00002045592,0.4055696,0.0002572603,0.000112286,0.000007928155,0.415182,0.001037412],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8258215,0.00003472751,0.000001945344,0.0001802936,0.003042144,0.00140294,0.0001452656,0.00003833116,0.1693329],"genre_scores_gemma":[0.7915919,0.000001417573,0.00004182706,0.000016796,0.0003155795,0.000006796887,0.000390767,0.00001591355,0.2076189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3047283,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01561722230922853,"score_gpt":0.2806455381112637,"score_spread":0.2650283158020352,"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."}}