{"id":"W2423642973","doi":"","title":"Sense making by middlemanagement","year":2016,"lang":"nl","type":"dissertation","venue":"DSpace (Open University in the Netherlands)","topic":"Dutch Social and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sense (electronics); Epistemology; Philosophy; Engineering","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":[0.001173556,0.0003855339,0.0004955008,0.00007629258,0.002287115,0.0003580725,0.001581197,0.0001913306,0.0008430546],"category_scores_gemma":[0.00005864483,0.0002621006,0.0001907588,0.0007019747,0.0002950731,0.0004306402,0.0003678721,0.0003852061,0.0006024488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004019197,"about_ca_system_score_gemma":0.00008935855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01823255,"about_ca_topic_score_gemma":0.05854816,"domain_scores_codex":[0.9967803,0.001170116,0.0002125474,0.0005407379,0.0006619989,0.000634253],"domain_scores_gemma":[0.9988114,0.0003199064,0.0004009366,0.0002852147,0.000106485,0.00007601887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007020627,0.0004616741,0.004067755,0.0001600102,0.0007398123,0.0007829368,0.5471777,0.000007215788,0.0001119028,0.03465383,0.3962696,0.01486556],"study_design_scores_gemma":[0.0006176755,0.00003920553,0.001176853,0.0002575186,0.00008737384,8.746245e-7,0.4250071,0.000001634606,0.000005628823,0.0004826241,0.5719909,0.0003325557],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1917564,0.0006099212,0.00000635691,0.01383209,0.0007489481,0.00151198,0.0001253762,0.00004067319,0.7913682],"genre_scores_gemma":[0.5554841,0.003828543,0.00001108674,0.0005513396,0.0002159403,0.000006017722,0.0001026339,0.00001881539,0.4397815],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3637277,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02950933734310187,"score_gpt":0.3053728050952784,"score_spread":0.2758634677521766,"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."}}