{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002768083,0.0001853068,0.0001933389,0.00003804168,0.0004251804,0.00006277842,0.0002465411,0.0001973338,0.01186661],"category_scores_gemma":[0.0000444584,0.0001582783,0.0001088656,0.00006452979,0.00005187428,0.0001126459,0.00001310863,0.000124097,0.0003430299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002063569,"about_ca_system_score_gemma":0.0001801112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004535267,"about_ca_topic_score_gemma":0.006944688,"domain_scores_codex":[0.9982482,0.00005412443,0.000271367,0.0002399699,0.0008282967,0.0003580905],"domain_scores_gemma":[0.9994152,0.00005069311,0.0001643111,0.0001390798,0.00002544007,0.0002053135],"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":[0.00007010383,0.002418078,0.4149569,0.00009435421,0.0006366844,0.00000713385,0.153986,0.000001539299,0.0003151658,0.1501279,0.2693954,0.007990617],"study_design_scores_gemma":[0.0001180462,0.00002021708,0.211312,0.00001715131,0.00006887066,1.3492e-7,0.08083159,1.427252e-7,0.00008454022,0.0003571406,0.7068499,0.0003401675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6582161,0.001222036,2.763734e-7,0.001037501,0.00141959,0.0003523015,0.00002927808,0.00003995062,0.337683],"genre_scores_gemma":[0.518547,0.001227141,0.00002528797,0.0001855076,0.0002034904,0.00006922568,0.001640497,0.00001715601,0.4780847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4374545,"threshold_uncertainty_score":0.9890367,"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."}}