{"id":"W2333526649","doi":"10.5596/c09-012","title":"Business Cases for Info Pros: Here's Why, Here's How","year":2009,"lang":"en","type":"article","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Digital and Cyber Forensics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003831827,0.0002711089,0.0005266516,0.0002458018,0.001163488,0.004280955,0.001233945,0.0003334545,0.00001210138],"category_scores_gemma":[0.006493722,0.0002245925,0.0002851545,0.0008400409,0.0000357018,0.00286257,0.00005267575,0.0008312574,4.841701e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0227871,"about_ca_system_score_gemma":0.04204635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09176868,"about_ca_topic_score_gemma":0.4221272,"domain_scores_codex":[0.9956841,0.0008798608,0.0009167937,0.0001846761,0.00110762,0.00122688],"domain_scores_gemma":[0.992148,0.001642978,0.003286056,0.0002365234,0.001567802,0.001118619],"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":[0.00002930849,0.00005208778,0.08327986,0.00003623937,0.0001947455,0.0001664829,0.001140103,0.00036899,0.000007340633,0.0104995,0.8950053,0.009220009],"study_design_scores_gemma":[0.001280667,0.0003236847,0.1670384,0.0002427165,0.00006259323,0.002307685,0.0004705568,0.0009789246,0.0001394073,0.03593291,0.7907492,0.0004733074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1539958,0.03732238,0.02459559,0.7686173,0.008653093,0.001517493,0.0008371779,0.0001807945,0.004280384],"genre_scores_gemma":[0.9252483,0.002477616,0.008786043,0.0596946,0.002323336,0.000007641706,0.00001037477,0.00003896038,0.001413172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7712525,"threshold_uncertainty_score":0.9967527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00623209194958772,"score_gpt":0.2207662876570713,"score_spread":0.2145341957074836,"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."}}