{"id":"W7161754062","doi":"10.82308/31111","title":"Stressors percieved as important by department chairs","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Occupational training; Pilotage; Attendance; Mobbing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002527553,0.0004340271,0.0005382801,0.0007793163,0.003730203,0.002978705,0.0008617407,0.000988376,0.01904762],"category_scores_gemma":[0.01504016,0.0003452107,0.0003520338,0.0009115609,0.0009678593,0.0008654853,0.003875739,0.001892213,0.002292353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002620339,"about_ca_system_score_gemma":0.00539034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007176111,"about_ca_topic_score_gemma":0.02051937,"domain_scores_codex":[0.9955717,0.001692894,0.0002236036,0.0003622636,0.001037251,0.001112154],"domain_scores_gemma":[0.9812633,0.003016426,0.004308215,0.0007510884,0.002361756,0.00829921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00149369,0.001107169,0.7473541,0.0008097866,0.0002115754,0.001016758,0.06213316,0.0005472174,0.005265764,0.003265107,0.04178806,0.1350075],"study_design_scores_gemma":[0.00003389374,0.0007099748,0.8454995,0.0002843631,0.00004589165,0.000275498,0.1058678,0.0002066278,0.0006530482,0.0008792469,0.04548801,0.00005615121],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715333,0.001253601,0.0008630185,0.00467807,0.0008017664,0.0001250646,0.0006010339,0.00007376332,0.02007038],"genre_scores_gemma":[0.9836208,0.0008686935,0.0005095954,0.001453989,0.0002347929,0.000162135,0.0004383037,0.00002454096,0.01268717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01904762,"threshold_uncertainty_score":0.06372064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326868478287621,"score_gpt":0.3509915502012846,"score_spread":0.3377228654184084,"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."}}