{"id":"W2309638868","doi":"10.21225/d5dk6z","title":"Technology Use and Research Approaches for Community Education and Professional Development","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Engineering ethics; Professional development; Sociology; Medical education; Pedagogy; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002459999,0.0000369955,0.00007393662,0.0006055033,0.001102997,0.00008053373,0.0001273748,0.00007967581,0.00000384243],"category_scores_gemma":[0.000986798,0.00004118662,0.00001082813,0.0002187379,0.0002295977,0.0002751987,0.0000103016,0.0002007483,4.719693e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002740835,"about_ca_system_score_gemma":0.005646014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02202418,"about_ca_topic_score_gemma":0.05647928,"domain_scores_codex":[0.9990812,0.0005395787,0.0001017141,0.0000569579,0.00008058707,0.000139942],"domain_scores_gemma":[0.9985094,0.0003197832,0.0001175552,0.0000646949,0.0007216919,0.000266846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009570082,0.00008750359,0.1342045,0.00004254452,0.00001195998,1.017332e-7,0.2484061,3.035668e-7,0.00003211388,0.1124621,0.009117116,0.4956261],"study_design_scores_gemma":[0.00009256569,0.00002127762,0.0573211,0.0001334986,0.000005879024,0.000005840224,0.2661848,0.000002227622,0.0000129956,0.001491811,0.6746792,0.00004887569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992803,0.0001352525,0.0001691572,0.005234505,0.0006199744,0.0001602682,0.000001170772,0.000003041366,0.000873617],"genre_scores_gemma":[0.9928897,0.000009667263,0.001870169,0.00004307467,0.0001872759,0.000001360772,0.000003272537,0.000003026868,0.004992462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.665562,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128250027514156,"score_gpt":0.3516390604993316,"score_spread":0.238814057747916,"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."}}