{"id":"W2157111091","doi":"10.1177/1356389010380001","title":"To Be or Not to Be a Profession: Pros, Cons and Challenges for Evaluation","year":2010,"lang":"en","type":"article","venue":"Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"École Nationale d'Administration Publique; Université Laval","funders":"","keywords":"Professionalization; Institutionalisation; Certification; Charter; Political science; Public relations; Accreditation; Valuation (finance); Quality (philosophy); Sociology; Engineering ethics; Public administration; Law; Accounting; Business; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4500229,0.0006983058,0.002218258,0.007978109,0.01340846,0.04227686,0.003095166,0.01189944,0.001693374],"category_scores_gemma":[0.3774643,0.0007323959,0.001032358,0.007014369,0.1013049,0.03097922,0.01639982,0.01346681,0.0005342013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02222306,"about_ca_system_score_gemma":0.03881035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01294998,"about_ca_topic_score_gemma":0.01718855,"domain_scores_codex":[0.5382606,0.3771663,0.01109949,0.006318016,0.06118645,0.005969012],"domain_scores_gemma":[0.3363493,0.597455,0.01067637,0.01108987,0.03664458,0.007784816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001230203,0.000107679,0.005493326,0.001697212,0.0000507318,0.0001590652,0.03945222,0.0006025484,0.0001669358,0.6123663,0.01719632,0.3225847],"study_design_scores_gemma":[0.00007153099,0.0001957522,0.007689789,0.01159124,0.00006880453,0.0006005251,0.1323897,0.002404023,0.0005465635,0.6639637,0.1802464,0.0002319548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01778694,0.08067156,0.02283814,0.8052026,0.001764593,0.0001818547,0.00003486023,0.00007739171,0.07144204],"genre_scores_gemma":[0.8671073,0.03771609,0.02999943,0.05589996,0.003537105,0.0006487879,0.00003368823,0.0001884666,0.004869145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4500229,"threshold_uncertainty_score":0.6782197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6053607172548194,"score_gpt":0.6135973810690398,"score_spread":0.00823666381422039,"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."}}