{"id":"W2155659138","doi":"10.21083/partnership.v2i2.288","title":"Promoting Professionalism, and Academic Librarianship: Observations on the Marketing of the M.L.S.","year":2007,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Academic library; Library science; Sociology; Business; Public relations; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00971103,0.00022174,0.0003566086,0.003613497,0.01258064,0.01268897,0.0006180736,0.00335255,0.007896712],"category_scores_gemma":[0.03173307,0.0003887081,0.0003064613,0.003206556,0.01166978,0.005526489,0.005467052,0.00379451,0.001186559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01152061,"about_ca_system_score_gemma":0.01033373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02478814,"about_ca_topic_score_gemma":0.03128949,"domain_scores_codex":[0.9921359,0.003693193,0.0002069824,0.000513801,0.002376221,0.001073935],"domain_scores_gemma":[0.9554325,0.02853595,0.004046655,0.0006948317,0.004211507,0.007078455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004073406,0.001147656,0.07832144,0.0005955144,0.00002712297,0.001367941,0.5793474,0.00007501458,0.001834275,0.1044111,0.04475958,0.1877058],"study_design_scores_gemma":[0.0001102431,0.0004146325,0.1738741,0.0005941588,0.00003408222,0.001023482,0.3144277,0.0002973962,0.001379346,0.02043114,0.487315,0.00009862713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5308381,0.005455077,0.000749019,0.06556682,0.0001950368,0.0001401862,0.00005771178,0.0001053284,0.3968927],"genre_scores_gemma":[0.9703844,0.001766539,0.0003509891,0.007561347,0.0002870602,0.00004575105,0.00001604132,0.0000484556,0.01953938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02478814,"threshold_uncertainty_score":0.08358824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805417833528309,"score_gpt":0.4033164321205057,"score_spread":0.2227746487676748,"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."}}