{"id":"W4385854131","doi":"10.59962/9780774817912","title":"No need of a chief for this band","year":2011,"lang":"en","type":"book","venue":"University of British Columbia Press eBooks","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Editor in chief; Computer science; Management; Economics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006670203,0.0001462549,0.0006471001,0.0001179902,0.0005541594,0.00002759891,0.0007745075,0.0007061451,0.004678223],"category_scores_gemma":[0.0002507214,0.0003356599,0.0002461397,0.00002413746,0.0005057036,0.0001588843,0.0003730559,0.000864203,0.00007160898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003404744,"about_ca_system_score_gemma":0.002786714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3993183,"about_ca_topic_score_gemma":0.08464467,"domain_scores_codex":[0.9978662,0.0002859349,0.0004601268,0.0004526755,0.0004700954,0.0004650341],"domain_scores_gemma":[0.996296,0.0005017768,0.0009189794,0.0005702093,0.001502733,0.0002103282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003408532,0.0001802892,0.001420955,0.003488306,0.000291096,0.00002595566,0.003071434,5.250615e-8,0.00003435477,0.0004965743,0.981981,0.008669065],"study_design_scores_gemma":[0.001876892,0.0001923505,0.004467888,0.001445351,0.0002384765,0.000006845872,0.0008077719,0.000005979665,0.000005286788,0.0008481218,0.9898337,0.000271412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002227266,0.0002827588,0.00002347328,0.000009086944,0.0006586935,0.002740721,0.002291987,0.00005340383,0.9917126],"genre_scores_gemma":[0.0006406063,0.0002873782,0.0003969508,0.00005814083,0.0001725284,0.000013856,0.0001875342,0.00006088921,0.9981821],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3146736,"threshold_uncertainty_score":0.9999095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05845892527652646,"score_gpt":0.3289423041039907,"score_spread":0.2704833788274642,"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."}}