{"id":"W4245985437","doi":"10.1002/whe.10286","title":"Faculty Writing Group Helps to Build Bridges in Academia","year":2012,"lang":"en","type":"article","venue":"Women in Higher Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Schedule; Rivalry; Writing process; Brainstorming; Psychology; Professional writing; Public relations; Pedagogy; Sociology; Medical education; Political science; Management; Medicine; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03508044,0.001281508,0.0009551279,0.005901933,0.03153189,0.02039281,0.005595104,0.006599127,0.07939537],"category_scores_gemma":[0.08497513,0.0009602422,0.001195102,0.003444645,0.0104783,0.02808312,0.03539994,0.006024056,0.03586191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003813516,"about_ca_system_score_gemma":0.01615882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007643204,"about_ca_topic_score_gemma":0.001402389,"domain_scores_codex":[0.9641107,0.02081736,0.001430799,0.003755244,0.007060159,0.0028257],"domain_scores_gemma":[0.9001778,0.02141397,0.007105585,0.02002283,0.01061405,0.04066577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001233382,0.0006082867,0.004723332,0.0005083075,0.00004575112,0.001456355,0.1153647,0.0003665707,0.001314275,0.0936863,0.4240135,0.3577893],"study_design_scores_gemma":[0.00004285298,0.0001689254,0.001064098,0.0004208226,0.00002029596,0.0005347729,0.031425,0.0004043744,0.0005176913,0.04531885,0.9200379,0.00004448307],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06999797,0.005714831,0.127634,0.1972197,0.02480462,0.00171389,0.00056069,0.01495155,0.5574027],"genre_scores_gemma":[0.4336179,0.00252192,0.1660926,0.01967848,0.008152071,0.002323173,0.0008180813,0.005151582,0.3616441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07939537,"threshold_uncertainty_score":0.265604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06958668685403564,"score_gpt":0.4455461813484824,"score_spread":0.3759594944944468,"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."}}