{"id":"W4241792103","doi":"10.18438/eblip29772","title":"Professionalism Reconsidered","year":2020,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Sociology; Professional association; Psychology; Public relations; Medical education; Political science; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007414849,0.0006371454,0.0008347871,0.005950361,0.00563554,0.01559452,0.001633339,0.00679638,0.006812666],"category_scores_gemma":[0.01493226,0.0004681636,0.0006682981,0.005956293,0.02353261,0.01659867,0.005872408,0.01110138,0.002713851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01645702,"about_ca_system_score_gemma":0.0183643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01473727,"about_ca_topic_score_gemma":0.01498478,"domain_scores_codex":[0.9869114,0.005050275,0.0006963187,0.002332555,0.003964742,0.001044653],"domain_scores_gemma":[0.9870264,0.006953978,0.0009293141,0.0005985193,0.003315087,0.001176759],"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":[0.00002736935,0.00004223508,0.0005238582,0.001408187,0.00001975692,0.0002255135,0.02203817,0.0001102569,0.0002176568,0.4670136,0.2649778,0.2433956],"study_design_scores_gemma":[0.000003251838,0.000009061311,0.0004207489,0.00134487,0.000003791674,0.0002233153,0.002851581,0.00003013653,0.00003746837,0.02499454,0.9700723,0.000008996903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002010796,0.675783,0.0009985199,0.2564597,0.01294081,0.000008252371,0.00002431726,0.00002797799,0.05174675],"genre_scores_gemma":[0.1599812,0.5291269,0.001382022,0.2188888,0.0460389,0.00006718223,0.0001167113,0.0001915288,0.0442067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01645702,"threshold_uncertainty_score":0.1194046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07102648977291957,"score_gpt":0.3354983914506475,"score_spread":0.2644719016777279,"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."}}